diff --git a/Cargo.lock b/Cargo.lock
index e82414c80..461b26ab1 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -3718,6 +3718,7 @@ dependencies = [
  "itertools 0.14.0",
  "jsonwebtoken",
  "lazy_static",
+ "liquid",
  "manifest-dir-macros",
  "maplit",
  "meili-snap",
diff --git a/crates/meilisearch/Cargo.toml b/crates/meilisearch/Cargo.toml
index ff6e5ceeb..a0ce49193 100644
--- a/crates/meilisearch/Cargo.toml
+++ b/crates/meilisearch/Cargo.toml
@@ -48,6 +48,7 @@ is-terminal = "0.4.13"
 itertools = "0.14.0"
 jsonwebtoken = "9.3.0"
 lazy_static = "1.5.0"
+liquid = "0.26.9"
 meilisearch-auth = { path = "../meilisearch-auth" }
 meilisearch-types = { path = "../meilisearch-types" }
 mimalloc = { version = "0.1.43", default-features = false }
diff --git a/crates/meilisearch/src/routes/chat.rs b/crates/meilisearch/src/routes/chat.rs
index 1cb813acd..335d5bf43 100644
--- a/crates/meilisearch/src/routes/chat.rs
+++ b/crates/meilisearch/src/routes/chat.rs
@@ -1,14 +1,48 @@
+use std::mem;
+
 use actix_web::web::{self, Data};
 use actix_web::HttpResponse;
 use async_openai::config::OpenAIConfig;
-use async_openai::types::CreateChatCompletionRequest;
+use async_openai::types::{
+    ChatCompletionRequestAssistantMessageArgs, ChatCompletionRequestMessage,
+    ChatCompletionRequestToolMessage, ChatCompletionRequestToolMessageContent,
+    ChatCompletionToolArgs, ChatCompletionToolType, CreateChatCompletionRequest, FinishReason,
+    FunctionObjectArgs,
+};
 use async_openai::Client;
 use index_scheduler::IndexScheduler;
 use meilisearch_types::error::ResponseError;
 use meilisearch_types::keys::actions;
+use meilisearch_types::milli::index::IndexEmbeddingConfig;
+use meilisearch_types::milli::prompt::PromptData;
+use meilisearch_types::milli::vector::EmbeddingConfig;
+use meilisearch_types::{Document, Index};
+use serde::Deserialize;
+use serde_json::json;
 
 use crate::extractors::authentication::policies::ActionPolicy;
 use crate::extractors::authentication::GuardedData;
+use crate::metrics::MEILISEARCH_DEGRADED_SEARCH_REQUESTS;
+use crate::routes::indexes::search::search_kind;
+use crate::search::{
+    add_search_rules, perform_search, HybridQuery, RetrieveVectors, SearchQuery, SemanticRatio,
+};
+use crate::search_queue::SearchQueue;
+
+/// The default description of the searchInIndex tool provided to OpenAI.
+const DEFAULT_SEARCH_IN_INDEX_TOOL_DESCRIPTION: &str =
+    "Search the database for relevant JSON documents using an optional query.";
+/// The default description of the searchInIndex `q` parameter tool provided to OpenAI.
+const DEFAULT_SEARCH_IN_INDEX_Q_PARAMETER_TOOL_DESCRIPTION: &str =
+    "The search query string used to find relevant documents in the index. \
+This should contain keywords or phrases that best represent what the user is looking for. \
+More specific queries will yield more precise results.";
+/// The default description of the searchInIndex `index` parameter tool provided to OpenAI.
+const DEFAULT_SEARCH_IN_INDEX_INDEX_PARAMETER_TOOL_DESCRIPTION: &str =
+"The name of the index to search within. An index is a collection of documents organized for search. \
+Selecting the right index ensures the most relevant results for the user query";
+
+const EMBEDDER_NAME: &str = "openai";
 
 pub fn configure(cfg: &mut web::ServiceConfig) {
     cfg.service(web::resource("").route(web::post().to(chat)));
@@ -16,8 +50,9 @@ pub fn configure(cfg: &mut web::ServiceConfig) {
 
 /// Get a chat completion
 async fn chat(
-    _index_scheduler: GuardedData<ActionPolicy<{ actions::CHAT_GET }>, Data<IndexScheduler>>,
-    web::Json(chat_completion): web::Json<CreateChatCompletionRequest>,
+    index_scheduler: GuardedData<ActionPolicy<{ actions::CHAT_GET }>, Data<IndexScheduler>>,
+    search_queue: web::Data<SearchQueue>,
+    web::Json(mut chat_completion): web::Json<CreateChatCompletionRequest>,
 ) -> Result<HttpResponse, ResponseError> {
     // To enable later on, when the feature will be experimental
     // index_scheduler.features().check_chat("Using the /chat route")?;
@@ -26,7 +61,173 @@ async fn chat(
         .expect("cannot find OpenAI API Key (MEILI_OPENAI_API_KEY)");
     let config = OpenAIConfig::default().with_api_key(&api_key); // we can also change the API base
     let client = Client::with_config(config);
-    let response = client.chat().create(chat_completion).await.unwrap();
+
+    assert_eq!(
+        chat_completion.n.unwrap_or(1),
+        1,
+        "Meilisearch /chat only support one completion at a time (n = 1, n = null)"
+    );
+
+    let mut response;
+    loop {
+        let mut tools = chat_completion.tools.get_or_insert_default();
+        tools.push(ChatCompletionToolArgs::default()
+            .r#type(ChatCompletionToolType::Function)
+            .function(FunctionObjectArgs::default()
+                .name("searchInIndex")
+                .description(DEFAULT_SEARCH_IN_INDEX_TOOL_DESCRIPTION)
+                .parameters(json!({
+                    "type": "object",
+                    "properties": {
+                        "index_uid": {
+                            "type": "string",
+                            "enum": ["main"],
+                            "description": DEFAULT_SEARCH_IN_INDEX_INDEX_PARAMETER_TOOL_DESCRIPTION,
+                        },
+                        "q": {
+                            "type": ["string", "null"],
+                            "description": DEFAULT_SEARCH_IN_INDEX_Q_PARAMETER_TOOL_DESCRIPTION,
+                        }
+                    },
+                    "required": ["index_uid", "q"],
+                    "additionalProperties": false,
+                }))
+                .strict(true)
+                .build()
+                .unwrap(),
+            )
+            .build()
+            .unwrap()
+        );
+        response = dbg!(client.chat().create(chat_completion.clone()).await.unwrap());
+
+        let choice = &mut response.choices[0];
+        match choice.finish_reason {
+            Some(FinishReason::ToolCalls) => {
+                let tool_calls = mem::take(&mut choice.message.tool_calls).unwrap_or_default();
+
+                let (meili_calls, other_calls): (Vec<_>, Vec<_>) =
+                    tool_calls.into_iter().partition(|call| call.function.name == "searchInIndex");
+
+                chat_completion.messages.push(
+                    ChatCompletionRequestAssistantMessageArgs::default()
+                        .tool_calls(meili_calls.clone())
+                        .build()
+                        .unwrap()
+                        .into(),
+                );
+
+                for call in meili_calls {
+                    let SearchInIndexParameters { index_uid, q } =
+                        serde_json::from_str(dbg!(&call.function.arguments)).unwrap();
+
+                    let mut query = SearchQuery {
+                        q,
+                        hybrid: Some(HybridQuery {
+                            semantic_ratio: SemanticRatio::default(),
+                            embedder: EMBEDDER_NAME.to_string(),
+                        }),
+                        ..Default::default()
+                    };
+
+                    // Tenant token search_rules.
+                    if let Some(search_rules) =
+                        index_scheduler.filters().get_index_search_rules(&index_uid)
+                    {
+                        add_search_rules(&mut query.filter, search_rules);
+                    }
+
+                    // TBD
+                    // let mut aggregate = SearchAggregator::<SearchPOST>::from_query(&query);
+
+                    let index = index_scheduler.index(&index_uid)?;
+                    let search_kind = search_kind(
+                        &query,
+                        index_scheduler.get_ref(),
+                        index_uid.to_string(),
+                        &index,
+                    )?;
+
+                    let permit = search_queue.try_get_search_permit().await?;
+                    let features = index_scheduler.features();
+                    let index_cloned = index.clone();
+                    let search_result = tokio::task::spawn_blocking(move || {
+                        perform_search(
+                            index_uid.to_string(),
+                            &index_cloned,
+                            query,
+                            search_kind,
+                            RetrieveVectors::new(false),
+                            features,
+                        )
+                    })
+                    .await;
+                    permit.drop().await;
+
+                    let search_result = search_result?;
+                    if let Ok(ref search_result) = search_result {
+                        // aggregate.succeed(search_result);
+                        if search_result.degraded {
+                            MEILISEARCH_DEGRADED_SEARCH_REQUESTS.inc();
+                        }
+                    }
+                    // analytics.publish(aggregate, &req);
+
+                    let search_result = search_result?;
+                    let formatted = format_documents(
+                        &index,
+                        search_result.hits.into_iter().map(|doc| doc.document),
+                    );
+                    let text = formatted.join("\n");
+                    chat_completion.messages.push(ChatCompletionRequestMessage::Tool(
+                        ChatCompletionRequestToolMessage {
+                            tool_call_id: call.id,
+                            content: ChatCompletionRequestToolMessageContent::Text(text),
+                        },
+                    ));
+                }
+
+                // Let the client call other tools by themselves
+                if !other_calls.is_empty() {
+                    response.choices[0].message.tool_calls = Some(other_calls);
+                    break;
+                }
+            }
+            _ => break,
+        }
+    }
 
     Ok(HttpResponse::Ok().json(response))
 }
+
+#[derive(Deserialize)]
+struct SearchInIndexParameters {
+    /// The index uid to search in.
+    index_uid: String,
+    /// The query parameter to use.
+    q: Option<String>,
+}
+
+fn format_documents(index: &Index, documents: impl Iterator<Item = Document>) -> Vec<String> {
+    let rtxn = index.read_txn().unwrap();
+    let IndexEmbeddingConfig { name: _, config, user_provided: _ } = index
+        .embedding_configs(&rtxn)
+        .unwrap()
+        .into_iter()
+        .find(|conf| conf.name == EMBEDDER_NAME)
+        .unwrap();
+
+    let EmbeddingConfig {
+        embedder_options: _,
+        prompt: PromptData { template, max_bytes },
+        quantized: _,
+    } = config;
+
+    let template = liquid::ParserBuilder::with_stdlib().build().unwrap().parse(&template).unwrap();
+    documents
+        .map(|doc| {
+            let object = liquid::to_object(&doc).unwrap();
+            template.render(&object).unwrap()
+        })
+        .collect()
+}