diff --git a/milli/src/search/new/tests/attribute_fid.rs b/milli/src/search/new/tests/attribute_fid.rs
index 132595a35..09e52a394 100644
--- a/milli/src/search/new/tests/attribute_fid.rs
+++ b/milli/src/search/new/tests/attribute_fid.rs
@@ -122,8 +122,11 @@ fn test_attribute_fid_simple() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[2, 6, 5, 4, 3, 9, 8, 7, 11, 10, 13, 12, 14, 0]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
 }
 
 #[test]
@@ -135,6 +138,11 @@ fn test_attribute_fid_ngrams() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[2, 6, 5, 4, 3, 9, 8, 7, 11, 10, 13, 12, 14, 0]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
 }
diff --git a/milli/src/search/new/tests/attribute_position.rs b/milli/src/search/new/tests/attribute_position.rs
index 5bbb5b117..1513528ec 100644
--- a/milli/src/search/new/tests/attribute_position.rs
+++ b/milli/src/search/new/tests/attribute_position.rs
@@ -40,68 +40,68 @@ fn create_index() -> TempIndex {
             },
             {
                 "id": 5,
-                "text": "a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
+                "text": "a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
                 a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
                 the quick brown fox",
             },
             {
                 "id": 6,
-                "text": "quick a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
+                "text": "quick a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
                 brown",
             },
             {
                 "id": 7,
-                "text": "a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a  
+                "text": "a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
                 quickbrown",
             },
             {
                 "id": 8,
-                "text": "a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a  
+                "text": "a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
                 quick brown",
             },
             {
                 "id": 9,
-                "text": "a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a 
-                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a  
+                "text": "a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
+                a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a a
                 quickbrown",
             },
             {
@@ -137,8 +137,13 @@ fn test_attribute_position_simple() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("quick brown");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[10, 12, 11, 13, 3, 4, 2, 0, 1, 6, 8, 7, 9, 5]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
 }
 #[test]
 fn test_attribute_position_repeated() {
@@ -149,8 +154,13 @@ fn test_attribute_position_repeated() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("a a a a a");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[5, 7, 8, 9, 6]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
 }
 
 #[test]
@@ -162,8 +172,13 @@ fn test_attribute_position_different_fields() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("quick brown");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[10, 12, 11, 13, 3, 4, 2, 0, 1, 6, 8, 7, 9, 5]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
 }
 
 #[test]
@@ -175,6 +190,11 @@ fn test_attribute_position_ngrams() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("quick brown");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[10, 12, 11, 13, 3, 4, 2, 0, 1, 6, 8, 7, 9, 5]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
 }
diff --git a/milli/src/search/new/tests/exactness.rs b/milli/src/search/new/tests/exactness.rs
index c5c963ede..a486342c1 100644
--- a/milli/src/search/new/tests/exactness.rs
+++ b/milli/src/search/new/tests/exactness.rs
@@ -474,8 +474,14 @@ fn test_exactness_simple_ordered() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 8, 7, 6, 5, 4, 3, 2, 1]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -501,8 +507,14 @@ fn test_exactness_simple_reversed() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 8, 3, 4, 5, 6, 7]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -519,8 +531,14 @@ fn test_exactness_simple_reversed() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 8, 3, 4, 5, 6, 7]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -544,8 +562,14 @@ fn test_exactness_simple_random() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[8, 7, 4, 6, 3, 5]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -568,8 +592,14 @@ fn test_exactness_attribute_starts_with_simple() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("this balcony");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[2, 1, 0]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -589,8 +619,14 @@ fn test_exactness_attribute_starts_with_phrase() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("\"overlooking the sea\" is a beautiful balcony");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[6, 5, 4, 1]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -604,8 +640,14 @@ fn test_exactness_attribute_starts_with_phrase() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("overlooking the sea is a beautiful balcony");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[6, 5, 4, 3, 1, 7]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -628,8 +670,14 @@ fn test_exactness_all_candidates_with_typo() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("overlocking the sea is a beautiful balcony");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[4, 5, 6, 1, 7]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     // "overlooking" is returned here because the term matching strategy allows it
     // but it has the worst exactness score (0 exact words)
@@ -659,8 +707,14 @@ fn test_exactness_after_words() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
-    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[19, 9, 18, 8, 17, 16, 6, 7, 15, 5, 14, 4, 13, 3, 12, 2, 1, 11]");
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
     insta::assert_debug_snapshot!(texts, @r###"
@@ -702,7 +756,13 @@ fn test_words_after_exactness() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[19, 9, 18, 8, 17, 16, 6, 7, 15, 5, 14, 4, 13, 3, 12, 2, 1, 11]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
@@ -745,7 +805,14 @@ fn test_proximity_after_exactness() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
+
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[2, 1, 0, 4, 5, 8, 7, 3, 6]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
@@ -776,7 +843,13 @@ fn test_proximity_after_exactness() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 1, 2]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
@@ -804,7 +877,13 @@ fn test_exactness_followed_by_typo_prefer_no_typo_prefix() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("quick brown fox extra");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[2, 1, 0, 4, 3]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
@@ -834,7 +913,13 @@ fn test_typo_followed_by_exactness() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
     s.query("extraordinarily quick brown fox");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+
+    let document_ids_scores: Vec<_> =
+        documents_ids.iter().zip(document_scores.into_iter()).collect();
+    insta::assert_snapshot!(format!("{document_ids_scores:#?}"));
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[1, 0, 4, 3]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
diff --git a/milli/src/search/new/tests/geo_sort.rs b/milli/src/search/new/tests/geo_sort.rs
index 1f0003082..0d65b589a 100644
--- a/milli/src/search/new/tests/geo_sort.rs
+++ b/milli/src/search/new/tests/geo_sort.rs
@@ -7,6 +7,7 @@ use heed::RoTxn;
 use maplit::hashset;
 
 use crate::index::tests::TempIndex;
+use crate::score_details::ScoreDetails;
 use crate::search::new::tests::collect_field_values;
 use crate::{AscDesc, Criterion, GeoSortStrategy, Member, Search, SearchResult};
 
@@ -28,30 +29,37 @@ fn execute_iterative_and_rtree_returns_the_same<'a>(
     rtxn: &RoTxn<'a>,
     index: &TempIndex,
     search: &mut Search<'a>,
-) -> Vec<usize> {
+) -> (Vec<usize>, Vec<Vec<ScoreDetails>>) {
     search.geo_sort_strategy(GeoSortStrategy::AlwaysIterative(2));
-    let SearchResult { documents_ids, .. } = search.execute().unwrap();
+    let SearchResult { documents_ids, document_scores: iterative_scores_bucketed, .. } =
+        search.execute().unwrap();
     let iterative_ids_bucketed = collect_field_values(index, rtxn, "id", &documents_ids);
 
     search.geo_sort_strategy(GeoSortStrategy::AlwaysIterative(1000));
-    let SearchResult { documents_ids, .. } = search.execute().unwrap();
+    let SearchResult { documents_ids, document_scores: iterative_scores, .. } =
+        search.execute().unwrap();
     let iterative_ids = collect_field_values(index, rtxn, "id", &documents_ids);
 
     assert_eq!(iterative_ids_bucketed, iterative_ids, "iterative bucket");
+    assert_eq!(iterative_scores_bucketed, iterative_scores, "iterative bucket score");
 
     search.geo_sort_strategy(GeoSortStrategy::AlwaysRtree(2));
-    let SearchResult { documents_ids, .. } = search.execute().unwrap();
+    let SearchResult { documents_ids, document_scores: rtree_scores_bucketed, .. } =
+        search.execute().unwrap();
     let rtree_ids_bucketed = collect_field_values(index, rtxn, "id", &documents_ids);
 
     search.geo_sort_strategy(GeoSortStrategy::AlwaysRtree(1000));
-    let SearchResult { documents_ids, .. } = search.execute().unwrap();
+    let SearchResult { documents_ids, document_scores: rtree_scores, .. } =
+        search.execute().unwrap();
     let rtree_ids = collect_field_values(index, rtxn, "id", &documents_ids);
 
     assert_eq!(rtree_ids_bucketed, rtree_ids, "rtree bucket");
+    assert_eq!(rtree_scores_bucketed, rtree_scores, "rtree bucket score");
 
     assert_eq!(iterative_ids, rtree_ids, "iterative vs rtree");
+    assert_eq!(iterative_scores, rtree_scores, "iterative vs rtree scores");
 
-    iterative_ids.into_iter().map(|id| id.parse().unwrap()).collect()
+    (iterative_ids.into_iter().map(|id| id.parse().unwrap()).collect(), iterative_scores)
 }
 
 #[test]
@@ -73,14 +81,17 @@ fn test_geo_sort() {
     let rtxn = index.read_txn().unwrap();
 
     let mut s = Search::new(&rtxn, &index);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
 
     s.sort_criteria(vec![AscDesc::Asc(Member::Geo([0., 0.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[0, 1, 2, 3, 4, 5, 6, 8, 7, 10, 9]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     s.sort_criteria(vec![AscDesc::Desc(Member::Geo([0., 0.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[5, 4, 3, 2, 1, 0, 6, 8, 7, 10, 9]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 }
 
 #[test]
@@ -101,52 +112,63 @@ fn test_geo_sort_around_the_edge_of_the_flat_earth() {
     let rtxn = index.read_txn().unwrap();
 
     let mut s = Search::new(&rtxn, &index);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
 
     // --- asc
     s.sort_criteria(vec![AscDesc::Asc(Member::Geo([0., 0.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[0, 1, 2, 3, 4]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     // ensuring the lat doesn't wrap around
     s.sort_criteria(vec![AscDesc::Asc(Member::Geo([85., 0.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[1, 0, 3, 4, 2]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     s.sort_criteria(vec![AscDesc::Asc(Member::Geo([-85., 0.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[2, 0, 3, 4, 1]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     // ensuring the lng does wrap around
     s.sort_criteria(vec![AscDesc::Asc(Member::Geo([0., 175.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[3, 4, 2, 1, 0]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     s.sort_criteria(vec![AscDesc::Asc(Member::Geo([0., -175.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[4, 3, 2, 1, 0]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     // --- desc
     s.sort_criteria(vec![AscDesc::Desc(Member::Geo([0., 0.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[4, 3, 2, 1, 0]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     // ensuring the lat doesn't wrap around
     s.sort_criteria(vec![AscDesc::Desc(Member::Geo([85., 0.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[2, 4, 3, 0, 1]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     s.sort_criteria(vec![AscDesc::Desc(Member::Geo([-85., 0.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[1, 4, 3, 0, 2]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     // ensuring the lng does wrap around
     s.sort_criteria(vec![AscDesc::Desc(Member::Geo([0., 175.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[0, 1, 2, 4, 3]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     s.sort_criteria(vec![AscDesc::Desc(Member::Geo([0., -175.]))]);
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[0, 1, 2, 3, 4]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 }
 
 #[test]
@@ -166,19 +188,98 @@ fn geo_sort_mixed_with_words() {
     let rtxn = index.read_txn().unwrap();
 
     let mut s = Search::new(&rtxn, &index);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.sort_criteria(vec![AscDesc::Asc(Member::Geo([0., 0.]))]);
 
     s.query("jean");
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[0, 2, 3]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 
     s.query("bob");
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[2, 4]");
+    insta::assert_snapshot!(format!("{scores:#?}"), @r###"
+    [
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 1,
+                },
+            ),
+            GeoSort(
+                GeoSort {
+                    target_point: [
+                        0.0,
+                        0.0,
+                    ],
+                    ascending: true,
+                    value: Some(
+                        [
+                            -89.0,
+                            0.0,
+                        ],
+                    ),
+                },
+            ),
+        ],
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 1,
+                },
+            ),
+            GeoSort(
+                GeoSort {
+                    target_point: [
+                        0.0,
+                        0.0,
+                    ],
+                    ascending: true,
+                    value: Some(
+                        [
+                            0.0,
+                            -179.0,
+                        ],
+                    ),
+                },
+            ),
+        ],
+    ]
+    "###);
 
     s.query("intel");
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[1]");
+    insta::assert_snapshot!(format!("{scores:#?}"), @r###"
+    [
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 1,
+                },
+            ),
+            GeoSort(
+                GeoSort {
+                    target_point: [
+                        0.0,
+                        0.0,
+                    ],
+                    ascending: true,
+                    value: Some(
+                        [
+                            88.0,
+                            0.0,
+                        ],
+                    ),
+                },
+            ),
+        ],
+    ]
+    "###);
 }
 
 #[test]
@@ -198,9 +299,11 @@ fn geo_sort_without_any_geo_faceted_documents() {
     let rtxn = index.read_txn().unwrap();
 
     let mut s = Search::new(&rtxn, &index);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.sort_criteria(vec![AscDesc::Asc(Member::Geo([0., 0.]))]);
 
     s.query("jean");
-    let ids = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
+    let (ids, scores) = execute_iterative_and_rtree_returns_the_same(&rtxn, &index, &mut s);
     insta::assert_snapshot!(format!("{ids:?}"), @"[0, 2, 3]");
+    insta::assert_snapshot!(format!("{scores:#?}"));
 }
diff --git a/milli/src/search/new/tests/ngram_split_words.rs b/milli/src/search/new/tests/ngram_split_words.rs
index fb99b8ba2..8427dd65b 100644
--- a/milli/src/search/new/tests/ngram_split_words.rs
+++ b/milli/src/search/new/tests/ngram_split_words.rs
@@ -80,10 +80,13 @@ fn test_2gram_simple() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("sun flower");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     // will also match documents with "sunflower" + prefix tolerance
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 1, 2, 3, 5]");
+    // scores are empty because the only rule is Words with All matching strategy
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[], [], [], [], []]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
diff --git a/milli/src/search/new/tests/proximity.rs b/milli/src/search/new/tests/proximity.rs
index 5b369714c..b54007c6e 100644
--- a/milli/src/search/new/tests/proximity.rs
+++ b/milli/src/search/new/tests/proximity.rs
@@ -124,6 +124,8 @@ fn create_edge_cases_index() -> TempIndex {
         },
         // The next 5 documents lay out a trap with the split word, phrase search, or synonym `sun flower`.
         // If the search query is "sunflower", the split word "Sun Flower" will match some documents.
+        // The next 5 documents lay out a trap with the split word, phrase search, or synonym `sun flower`.
+        // If the search query is "sunflower", the split word "Sun Flower" will match some documents.
         // If the query is `sunflower wilting`, then we should make sure that
         // the proximity condition `flower wilting: sprx N` also comes with the condition
         // `sun wilting: sprx N+1`, but this is not the exact condition we use for now.
@@ -140,6 +142,7 @@ fn create_edge_cases_index() -> TempIndex {
         {
             "id": 3,
             // This document matches the query `sunflower wilting`, but the sprximity condition
+            // This document matches the query `sunflower wilting`, but the sprximity condition
             // between `sunflower` and `wilting` cannot be through the split-word `Sun Flower`
             // which would reduce to only `flower` and `wilting` being in sprximity.
             "text": "A flower wilting under the sun, unlike a sunflower"
@@ -295,9 +298,12 @@ fn test_proximity_split_word() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("sunflower wilting");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[2, 4, 5, 1, 3]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
+
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     // "2" and "4" should be swapped ideally
     insta::assert_debug_snapshot!(texts, @r###"
@@ -312,9 +318,11 @@ fn test_proximity_split_word() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("\"sun flower\" wilting");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[2, 4, 1]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     // "2" and "4" should be swapped ideally
     insta::assert_debug_snapshot!(texts, @r###"
@@ -337,9 +345,11 @@ fn test_proximity_split_word() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("xyz wilting");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[2, 4, 1]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     // "2" and "4" should be swapped ideally
     insta::assert_debug_snapshot!(texts, @r###"
@@ -358,9 +368,11 @@ fn test_proximity_prefix_db() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("best s");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[10, 13, 9, 12, 8, 6, 7, 11, 15]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
     // This test illustrates the loss of precision from using the prefix DB
@@ -381,9 +393,11 @@ fn test_proximity_prefix_db() {
     // Difference when using the `su` prefix, which is not in the prefix DB
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("best su");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[10, 13, 9, 12, 8, 11, 7, 6, 15]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
     insta::assert_debug_snapshot!(texts, @r###"
@@ -406,9 +420,11 @@ fn test_proximity_prefix_db() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("best win");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[15, 16, 17, 18, 19, 20, 21, 22]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
     insta::assert_debug_snapshot!(texts, @r###"
@@ -428,9 +444,11 @@ fn test_proximity_prefix_db() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("best wint");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[19, 22, 18, 21, 17, 20, 16, 15]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
     insta::assert_debug_snapshot!(texts, @r###"
@@ -450,9 +468,11 @@ fn test_proximity_prefix_db() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("best wi");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[19, 22, 18, 21, 17, 15, 16, 20]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
 
     insta::assert_debug_snapshot!(texts, @r###"
diff --git a/milli/src/search/new/tests/proximity_typo.rs b/milli/src/search/new/tests/proximity_typo.rs
index b459b178b..9fad21690 100644
--- a/milli/src/search/new/tests/proximity_typo.rs
+++ b/milli/src/search/new/tests/proximity_typo.rs
@@ -60,8 +60,41 @@ fn test_trap_basic() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("summer holiday");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 1]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [
+            Proximity(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 2,
+                },
+            ),
+        ],
+        [
+            Proximity(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 2,
+                },
+            ),
+        ],
+    ]
+    "###);
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     // This is incorrect, 1 should come before 0
     insta::assert_debug_snapshot!(texts, @r###"
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_fid__attribute_fid_ngrams.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_fid__attribute_fid_ngrams.snap
new file mode 100644
index 000000000..930a21626
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_fid__attribute_fid_ngrams.snap
@@ -0,0 +1,244 @@
+---
+source: milli/src/search/new/tests/attribute_fid.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        2,
+        [
+            Fid(
+                Rank {
+                    rank: 19,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 91,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Fid(
+                Rank {
+                    rank: 15,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 81,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Fid(
+                Rank {
+                    rank: 14,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 79,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Fid(
+                Rank {
+                    rank: 13,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 77,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Fid(
+                Rank {
+                    rank: 12,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 83,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        9,
+        [
+            Fid(
+                Rank {
+                    rank: 11,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 75,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Fid(
+                Rank {
+                    rank: 10,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 79,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Fid(
+                Rank {
+                    rank: 10,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 73,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        11,
+        [
+            Fid(
+                Rank {
+                    rank: 7,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 77,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        10,
+        [
+            Fid(
+                Rank {
+                    rank: 6,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 81,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        13,
+        [
+            Fid(
+                Rank {
+                    rank: 6,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 81,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        12,
+        [
+            Fid(
+                Rank {
+                    rank: 6,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 78,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        14,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 75,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 91,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_fid__attribute_fid_simple.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_fid__attribute_fid_simple.snap
new file mode 100644
index 000000000..930a21626
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_fid__attribute_fid_simple.snap
@@ -0,0 +1,244 @@
+---
+source: milli/src/search/new/tests/attribute_fid.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        2,
+        [
+            Fid(
+                Rank {
+                    rank: 19,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 91,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Fid(
+                Rank {
+                    rank: 15,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 81,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Fid(
+                Rank {
+                    rank: 14,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 79,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Fid(
+                Rank {
+                    rank: 13,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 77,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Fid(
+                Rank {
+                    rank: 12,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 83,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        9,
+        [
+            Fid(
+                Rank {
+                    rank: 11,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 75,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Fid(
+                Rank {
+                    rank: 10,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 79,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Fid(
+                Rank {
+                    rank: 10,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 73,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        11,
+        [
+            Fid(
+                Rank {
+                    rank: 7,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 77,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        10,
+        [
+            Fid(
+                Rank {
+                    rank: 6,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 81,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        13,
+        [
+            Fid(
+                Rank {
+                    rank: 6,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 81,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        12,
+        [
+            Fid(
+                Rank {
+                    rank: 6,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 78,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        14,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 75,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 19,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 91,
+                    max_rank: 91,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_different_fields.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_different_fields.snap
new file mode 100644
index 000000000..2626ee7d4
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_different_fields.snap
@@ -0,0 +1,244 @@
+---
+source: milli/src/search/new/tests/attribute_position.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        10,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 21,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        12,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 21,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        11,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 20,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        13,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 20,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 19,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 19,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        2,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 18,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 15,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 15,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 13,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 5,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 4,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        9,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 4,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 1,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_ngrams.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_ngrams.snap
new file mode 100644
index 000000000..2626ee7d4
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_ngrams.snap
@@ -0,0 +1,244 @@
+---
+source: milli/src/search/new/tests/attribute_position.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        10,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 21,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        12,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 21,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        11,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 20,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        13,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 20,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 19,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 19,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        2,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 18,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 15,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 15,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 13,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 5,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 4,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        9,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 4,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 1,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_repeated.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_repeated.snap
new file mode 100644
index 000000000..73dec5f8b
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_repeated.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/attribute_position.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        5,
+        [
+            Fid(
+                Rank {
+                    rank: 11,
+                    max_rank: 11,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 51,
+                    max_rank: 51,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Fid(
+                Rank {
+                    rank: 11,
+                    max_rank: 11,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 51,
+                    max_rank: 51,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Fid(
+                Rank {
+                    rank: 11,
+                    max_rank: 11,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 51,
+                    max_rank: 51,
+                },
+            ),
+        ],
+    ),
+    (
+        9,
+        [
+            Fid(
+                Rank {
+                    rank: 11,
+                    max_rank: 11,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 51,
+                    max_rank: 51,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Fid(
+                Rank {
+                    rank: 11,
+                    max_rank: 11,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 50,
+                    max_rank: 51,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_simple-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_simple-2.snap
new file mode 100644
index 000000000..2626ee7d4
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__attribute_position__attribute_position_simple-2.snap
@@ -0,0 +1,244 @@
+---
+source: milli/src/search/new/tests/attribute_position.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        10,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 21,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        12,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 21,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        11,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 20,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        13,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 20,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 19,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 19,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        2,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 18,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 15,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 15,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 13,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 5,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 4,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        9,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 4,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Fid(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 1,
+                    max_rank: 21,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_after_words.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_after_words.snap
new file mode 100644
index 000000000..ef95520bb
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_after_words.snap
@@ -0,0 +1,366 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        19,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        9,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 7,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        18,
+        [
+            Words(
+                Words {
+                    matching_words: 8,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 9,
+                    max_rank: 9,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Words(
+                Words {
+                    matching_words: 8,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 6,
+                    max_rank: 9,
+                },
+            ),
+        ],
+    ),
+    (
+        17,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        16,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        15,
+        [
+            Words(
+                Words {
+                    matching_words: 5,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 6,
+                    max_rank: 6,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 5,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 6,
+                },
+            ),
+        ],
+    ),
+    (
+        14,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        13,
+        [
+            Words(
+                Words {
+                    matching_words: 3,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 4,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 3,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 4,
+                },
+            ),
+        ],
+    ),
+    (
+        12,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        2,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        11,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_all_candidates_with_typo.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_all_candidates_with_typo.snap
new file mode 100644
index 000000000..d48bf9933
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_all_candidates_with_typo.snap
@@ -0,0 +1,106 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 7,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 7,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 7,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 1,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_phrase-3.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_phrase-3.snap
new file mode 100644
index 000000000..991ff4cee
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_phrase-3.snap
@@ -0,0 +1,126 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 7,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_phrase.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_phrase.snap
new file mode 100644
index 000000000..703f3cb7a
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_phrase.snap
@@ -0,0 +1,86 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 6,
+                    max_rank: 6,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 6,
+                    max_rank: 6,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 6,
+                    max_rank: 6,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 7,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_simple.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_simple.snap
new file mode 100644
index 000000000..eb6141468
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_attribute_starts_with_simple.snap
@@ -0,0 +1,66 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        2,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 2,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 2,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 2,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_followed_by_typo_prefer_no_typo_prefix.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_followed_by_typo_prefer_no_typo_prefix.snap
new file mode 100644
index 000000000..987e585a8
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_followed_by_typo_prefer_no_typo_prefix.snap
@@ -0,0 +1,136 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        2,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 1,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 5,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 5,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 1,
+                    max_typo_count: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 5,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 1,
+                    max_typo_count: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 5,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 2,
+                    max_typo_count: 3,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_ordered.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_ordered.snap
new file mode 100644
index 000000000..c5993a09e
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_ordered.snap
@@ -0,0 +1,186 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        9,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Words(
+                Words {
+                    matching_words: 8,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 9,
+                    max_rank: 9,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 5,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 6,
+                    max_rank: 6,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 3,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 4,
+                },
+            ),
+        ],
+    ),
+    (
+        2,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_random.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_random.snap
new file mode 100644
index 000000000..d920eb4a0
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_random.snap
@@ -0,0 +1,126 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        8,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 3,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 4,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_reversed-3.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_reversed-3.snap
new file mode 100644
index 000000000..d0bc0fb46
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_reversed-3.snap
@@ -0,0 +1,146 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        9,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_reversed.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_reversed.snap
new file mode 100644
index 000000000..d0bc0fb46
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__exactness_simple_reversed.snap
@@ -0,0 +1,146 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        9,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__proximity_after_exactness-4.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__proximity_after_exactness-4.snap
new file mode 100644
index 000000000..21c6da724
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__proximity_after_exactness-4.snap
@@ -0,0 +1,84 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        0,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 35,
+                    max_rank: 57,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 35,
+                    max_rank: 57,
+                },
+            ),
+        ],
+    ),
+    (
+        2,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 35,
+                    max_rank: 57,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__proximity_after_exactness.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__proximity_after_exactness.snap
new file mode 100644
index 000000000..7a33134cf
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__proximity_after_exactness.snap
@@ -0,0 +1,240 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        2,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 57,
+                    max_rank: 57,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 56,
+                    max_rank: 57,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 35,
+                    max_rank: 57,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 22,
+                    max_rank: 22,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 22,
+                    max_rank: 22,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 22,
+                    max_rank: 22,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 21,
+                    max_rank: 22,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 17,
+                    max_rank: 22,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 17,
+                    max_rank: 22,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__typo_followed_by_exactness.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__typo_followed_by_exactness.snap
new file mode 100644
index 000000000..6670f3e4f
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__typo_followed_by_exactness.snap
@@ -0,0 +1,110 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 5,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        0,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 1,
+                    max_typo_count: 5,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 2,
+                    max_typo_count: 5,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 2,
+                    max_typo_count: 5,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__words_after_exactness.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__words_after_exactness.snap
new file mode 100644
index 000000000..ef95520bb
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__exactness__words_after_exactness.snap
@@ -0,0 +1,366 @@
+---
+source: milli/src/search/new/tests/exactness.rs
+expression: "format!(\"{document_ids_scores:#?}\")"
+---
+[
+    (
+        19,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 10,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        9,
+        [
+            Words(
+                Words {
+                    matching_words: 9,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 7,
+                    max_rank: 10,
+                },
+            ),
+        ],
+    ),
+    (
+        18,
+        [
+            Words(
+                Words {
+                    matching_words: 8,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 9,
+                    max_rank: 9,
+                },
+            ),
+        ],
+    ),
+    (
+        8,
+        [
+            Words(
+                Words {
+                    matching_words: 8,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 6,
+                    max_rank: 9,
+                },
+            ),
+        ],
+    ),
+    (
+        17,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        16,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 8,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        6,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        7,
+        [
+            Words(
+                Words {
+                    matching_words: 7,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 8,
+                },
+            ),
+        ],
+    ),
+    (
+        15,
+        [
+            Words(
+                Words {
+                    matching_words: 5,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 6,
+                    max_rank: 6,
+                },
+            ),
+        ],
+    ),
+    (
+        5,
+        [
+            Words(
+                Words {
+                    matching_words: 5,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 6,
+                },
+            ),
+        ],
+    ),
+    (
+        14,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 5,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        4,
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 5,
+                },
+            ),
+        ],
+    ),
+    (
+        13,
+        [
+            Words(
+                Words {
+                    matching_words: 3,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 4,
+                },
+            ),
+        ],
+    ),
+    (
+        3,
+        [
+            Words(
+                Words {
+                    matching_words: 3,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 4,
+                },
+            ),
+        ],
+    ),
+    (
+        12,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        2,
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ),
+    (
+        1,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+    (
+        11,
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 9,
+                },
+            ),
+            ExactAttribute(
+                ExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ),
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort-2.snap
new file mode 100644
index 000000000..0efa8f3a4
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort-2.snap
@@ -0,0 +1,168 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        1.0,
+                        1.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        2.0,
+                        -1.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        -2.0,
+                        -2.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        3.0,
+                        5.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        6.0,
+                        -5.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: None,
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: None,
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: None,
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: None,
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: None,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort-4.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort-4.snap
new file mode 100644
index 000000000..8f372e254
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort-4.snap
@@ -0,0 +1,168 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        6.0,
+                        -5.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        3.0,
+                        5.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        -2.0,
+                        -2.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        2.0,
+                        -1.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        1.0,
+                        1.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: None,
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: None,
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: None,
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: None,
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: None,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-10.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-10.snap
new file mode 100644
index 000000000..0f8bfa648
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-10.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-12.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-12.snap
new file mode 100644
index 000000000..fbcdfc508
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-12.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-14.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-14.snap
new file mode 100644
index 000000000..e948696c6
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-14.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-16.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-16.snap
new file mode 100644
index 000000000..5747ecfdd
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-16.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-18.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-18.snap
new file mode 100644
index 000000000..6ed2d8e12
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-18.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-2.snap
new file mode 100644
index 000000000..45eba0c45
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-2.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-20.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-20.snap
new file mode 100644
index 000000000..bb7cc3041
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-20.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    -175.0,
+                ],
+                ascending: false,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-4.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-4.snap
new file mode 100644
index 000000000..ab344c098
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-4.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-6.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-6.snap
new file mode 100644
index 000000000..2120ab105
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-6.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    -85.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-8.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-8.snap
new file mode 100644
index 000000000..421e2b73a
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_around_the_edge_of_the_flat_earth-8.snap
@@ -0,0 +1,91 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        -179.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        88.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    175.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_mixed_with_words-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_mixed_with_words-2.snap
new file mode 100644
index 000000000..92523a9f3
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_mixed_with_words-2.snap
@@ -0,0 +1,75 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 1,
+            },
+        ),
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 1,
+            },
+        ),
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        -89.0,
+                        0.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 1,
+            },
+        ),
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: Some(
+                    [
+                        0.0,
+                        178.0,
+                    ],
+                ),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_without_any_geo_faceted_documents-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_without_any_geo_faceted_documents-2.snap
new file mode 100644
index 000000000..7ce63c137
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__geo_sort__geo_sort_without_any_geo_faceted_documents-2.snap
@@ -0,0 +1,60 @@
+---
+source: milli/src/search/new/tests/geo_sort.rs
+expression: "format!(\"{scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 1,
+            },
+        ),
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: None,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 1,
+            },
+        ),
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: None,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 1,
+            },
+        ),
+        GeoSort(
+            GeoSort {
+                target_point: [
+                    0.0,
+                    0.0,
+                ],
+                ascending: true,
+                value: None,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-11.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-11.snap
new file mode 100644
index 000000000..0860aaf83
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-11.snap
@@ -0,0 +1,70 @@
+---
+source: milli/src/search/new/tests/proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 7,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 6,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 6,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 5,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 5,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 4,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-14.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-14.snap
new file mode 100644
index 000000000..ca74b9c58
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-14.snap
@@ -0,0 +1,70 @@
+---
+source: milli/src/search/new/tests/proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 7,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 6,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 6,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 5,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-2.snap
new file mode 100644
index 000000000..a6a01fbba
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-2.snap
@@ -0,0 +1,78 @@
+---
+source: milli/src/search/new/tests/proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 7,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 6,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 6,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 5,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-5.snap
new file mode 100644
index 000000000..13e49d4bc
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-5.snap
@@ -0,0 +1,78 @@
+---
+source: milli/src/search/new/tests/proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 7,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 6,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 6,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 5,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 5,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 4,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-8.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-8.snap
new file mode 100644
index 000000000..a7d18b8fc
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_prefix_db-8.snap
@@ -0,0 +1,70 @@
+---
+source: milli/src/search/new/tests/proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-2.snap
new file mode 100644
index 000000000..6a43c385e
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-2.snap
@@ -0,0 +1,46 @@
+---
+source: milli/src/search/new/tests/proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-5.snap
new file mode 100644
index 000000000..5d8caae94
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-5.snap
@@ -0,0 +1,30 @@
+---
+source: milli/src/search/new/tests/proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-8.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-8.snap
new file mode 100644
index 000000000..5d8caae94
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__proximity__proximity_split_word-8.snap
@@ -0,0 +1,30 @@
+---
+source: milli/src/search/new/tests/proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__redacted-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__redacted-2.snap
new file mode 100644
index 000000000..d94e0252d
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__redacted-2.snap
@@ -0,0 +1,206 @@
+---
+source: milli/src/search/new/tests/sort.rs
+expression: document_scores_json
+---
+[
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": 0.0
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": 1.0
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": 1.0
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": 1.0
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": 1.1367
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": 1.2367
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": 1.5673
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": "0"
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": "1"
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": "false"
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": "false"
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": "true"
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": "true"
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": null
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": null
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": null
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": null
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": null
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": null
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  },
+  {
+    "vague:asc": {
+      "order": 0,
+      "value": null
+    },
+    "<hidden-rule-1>": {
+      "order": 1,
+      "value": "<hidden>"
+    }
+  }
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-11.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-11.snap
new file mode 100644
index 000000000..76a732618
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-11.snap
@@ -0,0 +1,206 @@
+---
+source: milli/src/search/new/tests/sort.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Number(2.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Number(1.5673),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Number(1.2367),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Number(1.1367),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Number(0.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: String("true"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: String("true"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: String("false"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: String("false"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: String("1"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: String("0"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: false,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-2.snap
new file mode 100644
index 000000000..5e70de729
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-2.snap
@@ -0,0 +1,206 @@
+---
+source: milli/src/search/new/tests/sort.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("i"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("i"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("i"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("h"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("g"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("g"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("f"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("f"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("f"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("e"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("e"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("e"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("e"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("e"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("e"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("d"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("c"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("c"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("c"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "letter",
+                ascending: false,
+                redacted: false,
+                value: String("b"),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-5.snap
new file mode 100644
index 000000000..6661bdc15
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-5.snap
@@ -0,0 +1,206 @@
+---
+source: milli/src/search/new/tests/sort.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(5.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(4.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(3.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(2.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(2.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(2.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(2.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(2.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(0.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(0.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(0.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(0.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "rank",
+                ascending: false,
+                redacted: false,
+                value: Number(0.0),
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-8.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-8.snap
new file mode 100644
index 000000000..9940a22c3
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__sort__sort-8.snap
@@ -0,0 +1,206 @@
+---
+source: milli/src/search/new/tests/sort.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Number(0.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Number(1.0),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Number(1.1367),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Number(1.2367),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Number(1.5673),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: String("0"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: String("1"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: String("false"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: String("false"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: String("true"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: String("true"),
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+    [
+        Sort(
+            Sort {
+                field_name: "vague",
+                ascending: true,
+                redacted: false,
+                value: Null,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__stop_words__stop_words_in_phrase-6.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__stop_words__stop_words_in_phrase-6.snap
new file mode 100644
index 000000000..1ca6a33a4
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__stop_words__stop_words_in_phrase-6.snap
@@ -0,0 +1,129 @@
+---
+source: milli/src/search/new/tests/stop_words.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 3,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 2,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 1,
+            },
+        ),
+        Fid(
+            Rank {
+                rank: 1,
+                max_rank: 1,
+            },
+        ),
+        Position(
+            Rank {
+                rank: 31,
+                max_rank: 31,
+            },
+        ),
+        ExactAttribute(
+            NoExactMatch,
+        ),
+        Exactness(
+            Rank {
+                rank: 4,
+                max_rank: 4,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 3,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 2,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 1,
+            },
+        ),
+        Fid(
+            Rank {
+                rank: 1,
+                max_rank: 1,
+            },
+        ),
+        Position(
+            Rank {
+                rank: 31,
+                max_rank: 31,
+            },
+        ),
+        ExactAttribute(
+            NoExactMatch,
+        ),
+        Exactness(
+            Rank {
+                rank: 4,
+                max_rank: 4,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 3,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 2,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 1,
+            },
+        ),
+        Fid(
+            Rank {
+                rank: 1,
+                max_rank: 1,
+            },
+        ),
+        Position(
+            Rank {
+                rank: 27,
+                max_rank: 31,
+            },
+        ),
+        ExactAttribute(
+            NoExactMatch,
+        ),
+        Exactness(
+            Rank {
+                rank: 4,
+                max_rank: 4,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__stop_words__stop_words_in_phrase-8.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__stop_words__stop_words_in_phrase-8.snap
new file mode 100644
index 000000000..7a059b374
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__stop_words__stop_words_in_phrase-8.snap
@@ -0,0 +1,13 @@
+---
+source: milli/src/search/new/tests/stop_words.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [],
+    [],
+    [],
+    [],
+    [],
+    [],
+    [],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-2.snap
new file mode 100644
index 000000000..71a7e3ac4
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-2.snap
@@ -0,0 +1,12 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [],
+    [],
+    [],
+    [],
+    [],
+    [],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-5.snap
new file mode 100644
index 000000000..28c700539
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-5.snap
@@ -0,0 +1,54 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 5,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 5,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 5,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 5,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 2,
+                max_typo_count: 5,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 5,
+                max_typo_count: 5,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-8.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-8.snap
new file mode 100644
index 000000000..11830a905
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_bucketing-8.snap
@@ -0,0 +1,54 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 6,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 6,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 2,
+                max_typo_count: 6,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 2,
+                max_typo_count: 6,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 3,
+                max_typo_count: 6,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 4,
+                max_typo_count: 6,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_exact_attribute-4.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_exact_attribute-4.snap
new file mode 100644
index 000000000..cabea4842
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_exact_attribute-4.snap
@@ -0,0 +1,9 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [],
+    [],
+    [],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_exact_word-12.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_exact_word-12.snap
new file mode 100644
index 000000000..cabea4842
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_exact_word-12.snap
@@ -0,0 +1,9 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [],
+    [],
+    [],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_ranking_rule_not_preceded_by_words_ranking_rule-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_ranking_rule_not_preceded_by_words_ranking_rule-2.snap
new file mode 100644
index 000000000..89f4d94ca
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_ranking_rule_not_preceded_by_words_ranking_rule-2.snap
@@ -0,0 +1,244 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 8,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 7,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 7,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 7,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 5,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 4,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 3,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 3,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 3,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 2,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 2,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 2,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 2,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 1,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 1,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 1,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 1,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_ranking_rule_not_preceded_by_words_ranking_rule-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_ranking_rule_not_preceded_by_words_ranking_rule-5.snap
new file mode 100644
index 000000000..89f4d94ca
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_ranking_rule_not_preceded_by_words_ranking_rule-5.snap
@@ -0,0 +1,244 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 8,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 7,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 7,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 7,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 5,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 4,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 3,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 3,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 3,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 2,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 2,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 2,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 2,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 1,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 1,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 1,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 1,
+                max_matching_words: 9,
+            },
+        ),
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 1,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_synonyms-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_synonyms-2.snap
new file mode 100644
index 000000000..887f45b11
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_synonyms-2.snap
@@ -0,0 +1,30 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 13,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 13,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 13,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_synonyms-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_synonyms-5.snap
new file mode 100644
index 000000000..18587e269
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo__typo_synonyms-5.snap
@@ -0,0 +1,30 @@
+---
+source: milli/src/search/new/tests/typo.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 13,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 2,
+                max_typo_count: 13,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 2,
+                max_typo_count: 13,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo_proximity__trap_basic_and_complex1-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo_proximity__trap_basic_and_complex1-2.snap
new file mode 100644
index 000000000..09cb68044
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo_proximity__trap_basic_and_complex1-2.snap
@@ -0,0 +1,62 @@
+---
+source: milli/src/search/new/tests/typo_proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 3,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 0,
+                max_typo_count: 3,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 5,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 3,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 3,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 7,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo_proximity__trap_complex2-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo_proximity__trap_complex2-2.snap
new file mode 100644
index 000000000..5b93dfecd
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__typo_proximity__trap_complex2-2.snap
@@ -0,0 +1,34 @@
+---
+source: milli/src/search/new/tests/typo_proximity.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 5,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 15,
+                max_rank: 15,
+            },
+        ),
+    ],
+    [
+        Typo(
+            Typo {
+                typo_count: 1,
+                max_typo_count: 5,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 15,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_phrase-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_phrase-2.snap
new file mode 100644
index 000000000..61c39153f
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_phrase-2.snap
@@ -0,0 +1,216 @@
+---
+source: milli/src/search/new/tests/words_tms.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 50,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 50,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 49,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 49,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 48,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 41,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 40,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 43,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 36,
+                max_rank: 36,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 31,
+                max_rank: 36,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 22,
+                max_rank: 22,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 15,
+                max_rank: 15,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 15,
+                max_rank: 15,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 15,
+                max_rank: 15,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 8,
+                max_rank: 8,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_phrase-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_phrase-5.snap
new file mode 100644
index 000000000..e43908ee7
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_phrase-5.snap
@@ -0,0 +1,160 @@
+---
+source: milli/src/search/new/tests/words_tms.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 43,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 43,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 42,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 42,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 41,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 34,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 33,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 36,
+                max_rank: 36,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 29,
+                max_rank: 29,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 24,
+                max_rank: 29,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 15,
+                max_rank: 15,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_simple-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_simple-2.snap
new file mode 100644
index 000000000..4fc992b3d
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_simple-2.snap
@@ -0,0 +1,286 @@
+---
+source: milli/src/search/new/tests/words_tms.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 57,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 57,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 56,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 56,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 55,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 54,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 53,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 52,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 51,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 48,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 47,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 50,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 43,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 38,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 29,
+                max_rank: 29,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 22,
+                max_rank: 22,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 22,
+                max_rank: 22,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 22,
+                max_rank: 22,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 15,
+                max_rank: 15,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_simple-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_simple-5.snap
new file mode 100644
index 000000000..1f070e381
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_proximity_tms_last_simple-5.snap
@@ -0,0 +1,286 @@
+---
+source: milli/src/search/new/tests/words_tms.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 57,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 56,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 55,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 54,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 54,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 54,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 53,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 53,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 52,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 47,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 45,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 47,
+                max_rank: 50,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 40,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 35,
+                max_rank: 43,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 26,
+                max_rank: 29,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 19,
+                max_rank: 22,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 19,
+                max_rank: 22,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 19,
+                max_rank: 22,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+        Proximity(
+            Rank {
+                rank: 13,
+                max_rank: 15,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_all-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_all-2.snap
new file mode 100644
index 000000000..ff74473c8
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_all-2.snap
@@ -0,0 +1,102 @@
+---
+source: milli/src/search/new/tests/words_tms.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Proximity(
+            Rank {
+                rank: 57,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 57,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 56,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 56,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 55,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 54,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 53,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 52,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 51,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 48,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 47,
+                max_rank: 57,
+            },
+        ),
+    ],
+    [
+        Proximity(
+            Rank {
+                rank: 1,
+                max_rank: 57,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_phrase-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_phrase-2.snap
new file mode 100644
index 000000000..9b6b18a77
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_phrase-2.snap
@@ -0,0 +1,86 @@
+---
+source: milli/src/search/new/tests/words_tms.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_phrase-5.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_phrase-5.snap
new file mode 100644
index 000000000..d43e118bb
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_phrase-5.snap
@@ -0,0 +1,54 @@
+---
+source: milli/src/search/new/tests/words_tms.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_simple-2.snap b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_simple-2.snap
new file mode 100644
index 000000000..eecf623e5
--- /dev/null
+++ b/milli/src/search/new/tests/snapshots/milli__search__new__tests__words_tms__words_tms_last_simple-2.snap
@@ -0,0 +1,166 @@
+---
+source: milli/src/search/new/tests/words_tms.rs
+expression: "format!(\"{document_scores:#?}\")"
+---
+[
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 9,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 8,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 7,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 5,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 4,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+    [
+        Words(
+            Words {
+                matching_words: 3,
+                max_matching_words: 9,
+            },
+        ),
+    ],
+]
diff --git a/milli/src/search/new/tests/sort.rs b/milli/src/search/new/tests/sort.rs
index 52acc646c..aa6aa971f 100644
--- a/milli/src/search/new/tests/sort.rs
+++ b/milli/src/search/new/tests/sort.rs
@@ -16,7 +16,9 @@ use maplit::hashset;
 
 use crate::index::tests::TempIndex;
 use crate::search::new::tests::collect_field_values;
-use crate::{AscDesc, Criterion, Member, Search, SearchResult, TermsMatchingStrategy};
+use crate::{
+    score_details, AscDesc, Criterion, Member, Search, SearchResult, TermsMatchingStrategy,
+};
 
 fn create_index() -> TempIndex {
     let index = TempIndex::new();
@@ -183,10 +185,12 @@ fn test_sort() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.sort_criteria(vec![AscDesc::Desc(Member::Field(S("letter")))]);
 
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[21, 22, 23, 20, 18, 19, 15, 16, 17, 9, 10, 11, 12, 13, 14, 8, 5, 6, 7, 2]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
 
     let letter_values = collect_field_values(&index, &txn, "letter", &documents_ids);
     insta::assert_debug_snapshot!(letter_values, @r###"
@@ -216,10 +220,12 @@ fn test_sort() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.sort_criteria(vec![AscDesc::Desc(Member::Field(S("rank")))]);
 
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[14, 13, 12, 4, 7, 11, 17, 23, 1, 3, 6, 10, 16, 19, 22, 0, 2, 5, 8, 9]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
 
     let rank_values = collect_field_values(&index, &txn, "rank", &documents_ids);
     insta::assert_debug_snapshot!(rank_values, @r###"
@@ -249,10 +255,12 @@ fn test_sort() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.sort_criteria(vec![AscDesc::Asc(Member::Field(S("vague")))]);
 
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 2, 4, 5, 22, 23, 13, 1, 3, 12, 21, 11, 20, 6, 7, 8, 9, 10, 14, 15]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
 
     let vague_values = collect_field_values(&index, &txn, "vague", &documents_ids);
     insta::assert_debug_snapshot!(vague_values, @r###"
@@ -282,10 +290,12 @@ fn test_sort() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.sort_criteria(vec![AscDesc::Desc(Member::Field(S("vague")))]);
 
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[4, 13, 23, 22, 2, 5, 0, 11, 20, 12, 21, 3, 1, 6, 7, 8, 9, 10, 14, 15]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
 
     let vague_values = collect_field_values(&index, &txn, "vague", &documents_ids);
     insta::assert_debug_snapshot!(vague_values, @r###"
@@ -313,3 +323,33 @@ fn test_sort() {
     ]
     "###);
 }
+
+#[test]
+fn test_redacted() {
+    let index = create_index();
+    index
+        .update_settings(|s| {
+            s.set_displayed_fields(vec!["text".to_owned(), "vague".to_owned()]);
+            s.set_sortable_fields(hashset! { S("rank"), S("vague"), S("letter") });
+            s.set_criteria(vec![Criterion::Sort]);
+        })
+        .unwrap();
+
+    let txn = index.read_txn().unwrap();
+
+    let mut s = Search::new(&txn, &index);
+    s.terms_matching_strategy(TermsMatchingStrategy::Last);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    s.sort_criteria(vec![
+        AscDesc::Asc(Member::Field(S("vague"))),
+        AscDesc::Asc(Member::Field(S("letter"))),
+    ]);
+
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
+    let document_scores_json: Vec<_> = document_scores
+        .iter()
+        .map(|scores| score_details::ScoreDetails::to_json_map(scores.iter()))
+        .collect();
+    insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 2, 4, 5, 22, 23, 13, 1, 3, 12, 21, 11, 20, 6, 7, 8, 9, 10, 14, 15]");
+    insta::assert_json_snapshot!(document_scores_json);
+}
diff --git a/milli/src/search/new/tests/stop_words.rs b/milli/src/search/new/tests/stop_words.rs
index 92168f6d6..4ad587240 100644
--- a/milli/src/search/new/tests/stop_words.rs
+++ b/milli/src/search/new/tests/stop_words.rs
@@ -81,28 +81,212 @@ fn test_ignore_stop_words() {
     let mut s = Search::new(&txn, &index);
     s.query("xyz to the");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[6]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 1,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 1,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 9,
+                    max_rank: 11,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ]
+    "###);
 
     // `xyz` is treated as a prefix here, so it's not ignored
     let mut s = Search::new(&txn, &index);
     s.query("to the xyz");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[6]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 2,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 1,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 9,
+                    max_rank: 11,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ]
+    "###);
 
     // `xyz` is not treated as a prefix anymore because of the trailing space, so it's ignored
     let mut s = Search::new(&txn, &index);
     s.query("to the xyz ");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[6]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [
+            Words(
+                Words {
+                    matching_words: 1,
+                    max_matching_words: 1,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 1,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 9,
+                    max_rank: 11,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ]
+    "###);
 
     let mut s = Search::new(&txn, &index);
     s.query("to the dragon xyz");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[6]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [
+            Words(
+                Words {
+                    matching_words: 2,
+                    max_matching_words: 3,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 2,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 7,
+                    max_rank: 8,
+                },
+            ),
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 17,
+                    max_rank: 21,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 3,
+                    max_rank: 3,
+                },
+            ),
+        ],
+    ]
+    "###);
 }
 
 #[test]
@@ -114,24 +298,163 @@ fn test_stop_words_in_phrase() {
     let mut s = Search::new(&txn, &index);
     s.query("\"how to train your dragon\"");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[3, 6]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 0,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 11,
+                    max_rank: 11,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+        [
+            Words(
+                Words {
+                    matching_words: 4,
+                    max_matching_words: 4,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 0,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 11,
+                    max_rank: 11,
+                },
+            ),
+            ExactAttribute(
+                MatchesStart,
+            ),
+            Exactness(
+                Rank {
+                    rank: 2,
+                    max_rank: 2,
+                },
+            ),
+        ],
+    ]
+    "###);
 
     let mut s = Search::new(&txn, &index);
     s.query("how \"to\" train \"the");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[6]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [
+            Words(
+                Words {
+                    matching_words: 3,
+                    max_matching_words: 3,
+                },
+            ),
+            Typo(
+                Typo {
+                    typo_count: 0,
+                    max_typo_count: 2,
+                },
+            ),
+            Proximity(
+                Rank {
+                    rank: 6,
+                    max_rank: 8,
+                },
+            ),
+            Fid(
+                Rank {
+                    rank: 1,
+                    max_rank: 1,
+                },
+            ),
+            Position(
+                Rank {
+                    rank: 29,
+                    max_rank: 31,
+                },
+            ),
+            ExactAttribute(
+                NoExactMatch,
+            ),
+            Exactness(
+                Rank {
+                    rank: 4,
+                    max_rank: 4,
+                },
+            ),
+        ],
+    ]
+    "###);
 
     let mut s = Search::new(&txn, &index);
     s.query("how \"to\" train \"The dragon");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[3, 6, 5]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
 
     let mut s = Search::new(&txn, &index);
     s.query("\"to\"");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 1, 2, 3, 4, 5, 6]");
+    // The search is handled as a placeholder search because it doesn't have any non-stop words in it.
+    // As a result the scores are empty lists
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
 }
diff --git a/milli/src/search/new/tests/typo.rs b/milli/src/search/new/tests/typo.rs
index 536f6653d..4f5e851f5 100644
--- a/milli/src/search/new/tests/typo.rs
+++ b/milli/src/search/new/tests/typo.rs
@@ -160,8 +160,9 @@ fn test_no_typo() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[]]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -184,8 +185,14 @@ fn test_default_typo() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 23]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [],
+        [],
+    ]
+    "###);
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -198,8 +205,9 @@ fn test_default_typo() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quack brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[]]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -211,8 +219,9 @@ fn test_default_typo() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quicest brownest fox jummps over the laziest dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[3]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[]]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -229,8 +238,9 @@ fn test_phrase_no_typo_allowed() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the \"quick brewn\" fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @"[]");
 }
@@ -258,8 +268,9 @@ fn test_typo_exact_word() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[]]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -271,15 +282,17 @@ fn test_typo_exact_word() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quack brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[]");
 
     // words not in exact_words (quicest, jummps) have normal typo handling
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("the quicest brownest fox jummps over the laziest dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[3]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[]]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -290,9 +303,11 @@ fn test_typo_exact_word() {
     // exact words do not disable prefix (sunflowering OK, but no sunflowar)
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("network interconnection sunflower");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[16, 17, 18]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -327,9 +342,11 @@ fn test_typo_exact_attribute() {
     // Exact match returns both exact attributes and tolerant ones.
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 24, 25]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -350,9 +367,16 @@ fn test_typo_exact_attribute() {
     // 1 typo only returns the tolerant attribute
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the quidk brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[24, 25]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [],
+        [],
+    ]
+    "###);
     let texts = collect_field_values(&index, &txn, "tolerant_text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -364,9 +388,16 @@ fn test_typo_exact_attribute() {
     // combine with exact words
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the quivk brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[23, 25]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @r###"
+    [
+        [],
+        [],
+    ]
+    "###);
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -385,9 +416,11 @@ fn test_typo_exact_attribute() {
     // No result in tolerant attribute
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the quicest brownest fox jummps over the laziest dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[]");
 }
 
 #[test]
@@ -397,9 +430,11 @@ fn test_ngram_typos() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the extra lagant fox skyrocketed over the languorous dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[6]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[]]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -409,9 +444,11 @@ fn test_ngram_typos() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the ex tra lagant fox skyrocketed over the languorous dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"), @"[]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @"[]");
 }
@@ -428,9 +465,11 @@ fn test_typo_ranking_rule_not_preceded_by_words_ranking_rule() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids: ids_1, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids: ids_1, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{ids_1:?}"), @"[0, 23, 7, 8, 9, 22, 10, 11, 1, 2, 12, 13, 4, 3, 5, 6, 21]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &ids_1);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -462,9 +501,11 @@ fn test_typo_ranking_rule_not_preceded_by_words_ranking_rule() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the quick brown fox jumps over the lazy dog");
-    let SearchResult { documents_ids: ids_2, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids: ids_2, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{ids_2:?}"), @"[0, 23, 7, 8, 9, 22, 10, 11, 1, 2, 12, 13, 4, 3, 5, 6, 21]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
 
     assert_eq!(ids_1, ids_2);
 }
@@ -478,9 +519,11 @@ fn test_typo_bucketing() {
     // First do the search with just the Words ranking rule
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("network interconnection sunflower");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[14, 15, 16, 17, 18, 20]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -504,9 +547,11 @@ fn test_typo_bucketing() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("network interconnection sunflower");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[16, 18, 17, 20, 15, 14]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -521,9 +566,11 @@ fn test_typo_bucketing() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("network interconnection sun flower");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[17, 19, 16, 18, 20, 15]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -555,9 +602,11 @@ fn test_typo_synonyms() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the quick brown fox jumps over the lackadaisical dog");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[0, 22, 23]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -569,12 +618,14 @@ fn test_typo_synonyms() {
 
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
     s.query("the fast brownish fox jumps over the lackadaisical dog");
 
     // The interaction of ngrams + synonyms means that the multi-word synonyms end up having a typo cost.
     // This is probably not what we want.
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[21, 0, 22]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
diff --git a/milli/src/search/new/tests/typo_proximity.rs b/milli/src/search/new/tests/typo_proximity.rs
index 103cc4717..8dd110704 100644
--- a/milli/src/search/new/tests/typo_proximity.rs
+++ b/milli/src/search/new/tests/typo_proximity.rs
@@ -90,8 +90,10 @@ fn test_trap_basic_and_complex1() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("beautiful summer");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[1, 0, 3, 2]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -111,8 +113,10 @@ fn test_trap_complex2() {
     let mut s = Search::new(&txn, &index);
     s.terms_matching_strategy(TermsMatchingStrategy::All);
     s.query("delicious sweet dessert");
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[5, 4]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
diff --git a/milli/src/search/new/tests/words_tms.rs b/milli/src/search/new/tests/words_tms.rs
index 826f9c47d..27213ecff 100644
--- a/milli/src/search/new/tests/words_tms.rs
+++ b/milli/src/search/new/tests/words_tms.rs
@@ -134,10 +134,12 @@ fn test_words_tms_last_simple() {
     let mut s = Search::new(&txn, &index);
     s.query("the quick brown fox jumps over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // 6 and 7 have the same score because "the" appears twice
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 10, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 8, 6, 7, 5, 4, 11, 12, 3]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -167,8 +169,10 @@ fn test_words_tms_last_simple() {
     let mut s = Search::new(&txn, &index);
     s.query("extravagant the quick brown fox jumps over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[]");
 }
 
 #[test]
@@ -179,10 +183,12 @@ fn test_words_tms_last_phrase() {
     let mut s = Search::new(&txn, &index);
     s.query("\"the quick brown fox\" jumps over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // "The quick brown fox" is a phrase, not deleted by this term matching strategy
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 17, 21, 8, 6, 7, 5, 4, 11, 12]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -202,11 +208,13 @@ fn test_words_tms_last_phrase() {
     let mut s = Search::new(&txn, &index);
     s.query("\"the quick brown fox\" jumps over the \"lazy\" dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // "lazy" is a phrase, not deleted by this term matching strategy
     // but words before it can be deleted
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 17, 21, 8, 11, 12]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -222,10 +230,12 @@ fn test_words_tms_last_phrase() {
     let mut s = Search::new(&txn, &index);
     s.query("\"the quick brown fox jumps over the lazy dog\"");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // The whole query is a phrase, no terms are removed
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[Words(Words { matching_words: 9, max_matching_words: 9 })]]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -236,10 +246,12 @@ fn test_words_tms_last_phrase() {
     let mut s = Search::new(&txn, &index);
     s.query("\"the quick brown fox jumps over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // The whole query is still a phrase, even without closing quotes, so no terms are removed
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[[Words(Words { matching_words: 9, max_matching_words: 9 })]]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -261,10 +273,12 @@ fn test_words_proximity_tms_last_simple() {
     let mut s = Search::new(&txn, &index);
     s.query("the quick brown fox jumps over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // 7 is better than 6 because of the proximity between "the" and its surrounding terms
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 21, 14, 17, 13, 10, 18, 19, 20, 16, 15, 22, 8, 7, 6, 5, 4, 11, 12, 3]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -294,10 +308,12 @@ fn test_words_proximity_tms_last_simple() {
     let mut s = Search::new(&txn, &index);
     s.query("the brown quick fox jumps over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // 10 is better than 9 because of the proximity between "quick" and "brown"
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[10, 18, 19, 9, 20, 21, 14, 17, 13, 16, 15, 22, 8, 7, 6, 5, 4, 11, 12, 3]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -338,11 +354,13 @@ fn test_words_proximity_tms_last_phrase() {
     let mut s = Search::new(&txn, &index);
     s.query("the \"quick brown\" fox jumps over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // "quick brown" is a phrase. The proximity of its first and last words
     // to their adjacent query words should be taken into account
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 21, 14, 17, 13, 16, 15, 8, 7, 6, 5, 4, 11, 12, 3]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -367,12 +385,14 @@ fn test_words_proximity_tms_last_phrase() {
     let mut s = Search::new(&txn, &index);
     s.query("the \"quick brown\" \"fox jumps\" over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::Last);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     // "quick brown" is a phrase. The proximity of its first and last words
     // to their adjacent query words should be taken into account.
     // The same applies to `fox jumps`.
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 21, 14, 17, 13, 16, 15, 8, 7, 6, 5]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -404,9 +424,11 @@ fn test_words_tms_all() {
     let mut s = Search::new(&txn, &index);
     s.query("the quick brown fox jumps over the lazy dog");
     s.terms_matching_strategy(TermsMatchingStrategy::All);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[9, 21, 14, 17, 13, 10, 18, 19, 20, 16, 15, 22]");
+    insta::assert_snapshot!(format!("{document_scores:#?}"));
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @r###"
     [
@@ -428,9 +450,11 @@ fn test_words_tms_all() {
     let mut s = Search::new(&txn, &index);
     s.query("extravagant");
     s.terms_matching_strategy(TermsMatchingStrategy::All);
-    let SearchResult { documents_ids, .. } = s.execute().unwrap();
+    s.scoring_strategy(crate::score_details::ScoringStrategy::Detailed);
+    let SearchResult { documents_ids, document_scores, .. } = s.execute().unwrap();
 
     insta::assert_snapshot!(format!("{documents_ids:?}"), @"[]");
+    insta::assert_snapshot!(format!("{document_scores:?}"), @"[]");
     let texts = collect_field_values(&index, &txn, "text", &documents_ids);
     insta::assert_debug_snapshot!(texts, @"[]");
 }