diff --git a/dev.env b/dev.env
index d38ebb1b5..24a12cd69 100644
--- a/dev.env
+++ b/dev.env
@@ -121,7 +121,7 @@ AI_OPENAI_API_KEY=
 AI_SERVER_PORT=5001
 AI_SERVER_HOST=localhost
 AI_DATABASE_URL=postgresql+psycopg://postgres:password@localhost:5432/postgres
-AI_REDIS_URL=redis://redis:6379
+AI_REDIS_URL=redis://localhost:6379
 LOCAL_AI_TEST_ENABLED=false
 AI_APPFLOWY_BUCKET_NAME=appflowy
 AI_APPFLOWY_HOST=http://localhost:8000
@@ -131,7 +131,7 @@ AI_AWS_SECRET_ACCESS_KEY=${AWS_SECRET}
 # AppFlowy Indexer
 APPFLOWY_INDEXER_ENABLED=true
 APPFLOWY_INDEXER_DATABASE_URL=postgres://postgres:password@localhost:5432/postgres
-APPFLOWY_INDEXER_REDIS_URL=redis://redis:6379
+APPFLOWY_INDEXER_REDIS_URL=redis://localhost:6379
 APPFLOWY_INDEXER_EMBEDDING_BUFFER_SIZE=5000
 
 # AppFlowy Collaborate
diff --git a/libs/appflowy-ai-client/src/dto.rs b/libs/appflowy-ai-client/src/dto.rs
index e5fb7a1eb..f7f6dea40 100644
--- a/libs/appflowy-ai-client/src/dto.rs
+++ b/libs/appflowy-ai-client/src/dto.rs
@@ -458,6 +458,7 @@ pub struct CalculateSimilarityParams {
   pub workspace_id: String,
   pub input: String,
   pub expected: String,
+  pub use_embedding: bool,
 }
 
 #[derive(Clone, Debug, Serialize, Deserialize)]
diff --git a/libs/client-api-test/src/test_client.rs b/libs/client-api-test/src/test_client.rs
index 1a63536b1..e8c30ac01 100644
--- a/libs/client-api-test/src/test_client.rs
+++ b/libs/client-api-test/src/test_client.rs
@@ -640,11 +640,13 @@ impl TestClient {
     input: &str,
     expected: &str,
     score: f64,
+    use_embedding: bool,
   ) {
     let params = CalculateSimilarityParams {
       workspace_id: workspace_id.to_string(),
       input: input.to_string(),
       expected: expected.to_string(),
+      use_embedding,
     };
     let resp = self.api_client.calculate_similarity(params).await.unwrap();
     assert!(
diff --git a/tests/ai_test/chat_with_selected_doc_test.rs b/tests/ai_test/chat_with_selected_doc_test.rs
index db558c5ec..18938a884 100644
--- a/tests/ai_test/chat_with_selected_doc_test.rs
+++ b/tests/ai_test/chat_with_selected_doc_test.rs
@@ -111,7 +111,13 @@ async fn chat_with_multiple_selected_source_test() {
   .await;
   let expected_unknown_japan_answer = r#"I don’t know the date for your trip to Japan"#;
   test_client
-    .assert_similarity(&workspace_id, &answer, expected_unknown_japan_answer, 0.7)
+    .assert_similarity(
+      &workspace_id,
+      &answer,
+      expected_unknown_japan_answer,
+      0.7,
+      true,
+    )
     .await;
 
   // update chat context to snowboarding_in_japan_plan
@@ -136,7 +142,7 @@ async fn chat_with_multiple_selected_source_test() {
   You take off to Japan on **January 7th**
   "#;
   test_client
-    .assert_similarity(&workspace_id, &answer, expected, 0.8)
+    .assert_similarity(&workspace_id, &answer, expected, 0.8, false)
     .await;
 
   // Ask question for alex to make sure two documents are treated as chat context
@@ -149,7 +155,7 @@ async fn chat_with_multiple_selected_source_test() {
   .await;
   let expected = r#"Tennis, basketball, cycling, badminton, snowboarding."#;
   test_client
-    .assert_similarity(&workspace_id, &answer, expected, 0.8)
+    .assert_similarity(&workspace_id, &answer, expected, 0.8, true)
     .await;
 
   // remove the Japan plan and check the response. After remove the Japan plan, the chat should not
@@ -172,7 +178,13 @@ async fn chat_with_multiple_selected_source_test() {
   )
   .await;
   test_client
-    .assert_similarity(&workspace_id, &answer, expected_unknown_japan_answer, 0.7)
+    .assert_similarity(
+      &workspace_id,
+      &answer,
+      expected_unknown_japan_answer,
+      0.7,
+      true,
+    )
     .await;
 }
 
@@ -233,7 +245,7 @@ async fn chat_with_selected_source_override_test() {
 Overall, Alex balances his work as a software programmer with his passion for sports, finding excitement and freedom in each activity.
   "#;
   test_client
-    .assert_similarity(&workspace_id, &answer, expected, 0.8)
+    .assert_similarity(&workspace_id, &answer, expected, 0.8, true)
     .await;
 
   // remove all content for given document
@@ -276,7 +288,7 @@ Overall, Alex balances his work as a software programmer with his passion for sp
   he certainly has many experiences in the culinary world, where he enjoys savoring flavors and discovering new dishes
   "#;
   test_client
-    .assert_similarity(&workspace_id, &answer, expected, 0.8)
+    .assert_similarity(&workspace_id, &answer, expected, 0.8, true)
     .await;
 }
 
diff --git a/tests/search/document_search.rs b/tests/search/document_search.rs
index 435a5191e..522722b98 100644
--- a/tests/search/document_search.rs
+++ b/tests/search/document_search.rs
@@ -79,6 +79,7 @@ reprisal. Lack of Commitment Without clarity and buy-in, team decisions bec
 The Five Dysfunctions of a Team by Patrick Lencioni The Five Dysfunctions of a Team by Patrick Lenci"
     "#
       .to_string(),
+      use_embedding: true,
     };
     let score = test_client
       .api_client
@@ -131,6 +132,7 @@ The Five Dysfunctions of a Team by Patrick Lencioni The Five Dysfunctions of a T
        ultimately leading her team toward improved collaboration and performance.
     "#
           .to_string(),
+      use_embedding: true,
     };
     let score = test_client
       .api_client