diff --git a/Cargo.lock b/Cargo.lock
index 82c528cd..cf4eff1a 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -772,6 +772,7 @@ dependencies = [
 name = "appflowy-indexer"
 version = "0.1.0"
 dependencies = [
+ "appflowy-ai-client",
  "async-stream",
  "async-trait",
  "axum 0.7.4",
@@ -790,7 +791,6 @@ dependencies = [
  "humantime",
  "lazy_static",
  "log",
- "openai_dive",
  "pgvector",
  "rand 0.8.5",
  "redis 0.25.2",
diff --git a/deploy.env b/deploy.env
index e3421340..5ce77fd2 100644
--- a/deploy.env
+++ b/deploy.env
@@ -81,9 +81,6 @@ APPFLOWY_S3_SECRET_KEY=minioadmin
 APPFLOWY_S3_BUCKET=appflowy
 #APPFLOWY_S3_REGION=us-east-1
 
-# Search API
-APPFLOWY_OPENAI_API_KEY=
-
 # AppFlowy Cloud Mailer
 APPFLOWY_MAILER_SMTP_HOST=smtp.gmail.com
 APPFLOWY_MAILER_SMTP_PORT=465
@@ -122,6 +119,5 @@ APPFLOWY_HISTORY_REDIS_URL=redis://redis:6379
 APPFLOWY_HISTORY_DATABASE_URL=postgres://postgres:password@postgres:5432/postgres
 
 # AppFlowy Indexer
-APPFLOWY_INDEXER_OPENAI_API_KEY=
 APPFLOWY_INDEXER_DATABASE_URL=postgres://postgres:password@postgres:5432/postgres
 APPFLOWY_INDEXER_REDIS_URL=redis://redis:6379
\ No newline at end of file
diff --git a/dev.env b/dev.env
index 6baa6ebd..0452f633 100644
--- a/dev.env
+++ b/dev.env
@@ -77,9 +77,6 @@ APPFLOWY_S3_SECRET_KEY=minioadmin
 APPFLOWY_S3_BUCKET=appflowy
 #APPFLOWY_S3_REGION=us-east-1
 
-# Search API
-APPFLOWY_OPENAI_API_KEY=
-
 # AppFlowy Cloud Mailer
 APPFLOWY_MAILER_SMTP_HOST=smtp.gmail.com
 APPFLOWY_MAILER_SMTP_USERNAME=notify@appflowy.io
@@ -113,6 +110,5 @@ APPFLOWY_HISTORY_REDIS_URL=redis://redis:6379
 APPFLOWY_HISTORY_DATABASE_URL=postgres://postgres:password@postgres:5432/postgres
 
 # AppFlowy Indexer
-APPFLOWY_INDEXER_OPENAI_API_KEY=
 APPFLOWY_INDEXER_DATABASE_URL=postgres://postgres:password@postgres:5432/postgres
 APPFLOWY_INDEXER_REDIS_URL=redis://redis:6379
\ No newline at end of file
diff --git a/docker-compose.yml b/docker-compose.yml
index 5ec8121f..40d8bf6a 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -162,7 +162,8 @@ services:
       - APPFLOWY_INDEXER_REDIS_URL=redis://redis:6379
       - APPFLOWY_INDEXER_ENVIRONMENT=production
       - APPFLOWY_INDEXER_DATABASE_URL=${APPFLOWY_INDEXER_DATABASE_URL}
-      - APPFLOWY_INDEXER_OPENAI_API_KEY=${APPFLOWY_INDEXER_OPENAI_API_KEY}
+      - APPFLOWY_AI_SERVER_PORT=${APPFLOWY_AI_SERVER_PORT}
+      - APPFLOWY_AI_DATABASE_URL=${APPFLOWY_AI_DATABASE_URL}
 
 volumes:
   postgres_data:
diff --git a/services/appflowy-indexer/Cargo.toml b/services/appflowy-indexer/Cargo.toml
index d854cafd..60ddc3c0 100644
--- a/services/appflowy-indexer/Cargo.toml
+++ b/services/appflowy-indexer/Cargo.toml
@@ -20,7 +20,7 @@ tracing.workspace = true
 serde.workspace = true
 serde_json.workspace = true
 yrs.workspace = true
-openai_dive = { workspace = true, features = ["rustls-tls"] }
+appflowy-ai-client = { workspace = true, features = ["client-api"] }
 sqlx = { workspace = true, default-features = false, features = ["runtime-tokio-rustls", "macros", "postgres", "uuid", "chrono"] }
 tokio = { workspace = true, features = ["rt-multi-thread", "macros", "net", "sync"] }
 tokio-util = { version = "0.7" }
diff --git a/services/appflowy-indexer/src/collab_handle.rs b/services/appflowy-indexer/src/collab_handle.rs
index daa137e5..ce28e5f3 100644
--- a/services/appflowy-indexer/src/collab_handle.rs
+++ b/services/appflowy-indexer/src/collab_handle.rs
@@ -294,7 +294,7 @@ mod test {
   use crate::collab_handle::CollabHandle;
   use crate::indexer::{Indexer, PostgresIndexer};
   use crate::test_utils::{
-    collab_update_forwarder, db_pool, openai_client, redis_stream, setup_collab,
+    ai_client, collab_update_forwarder, db_pool, redis_stream, setup_collab,
   };
 
   #[tokio::test]
@@ -325,7 +325,7 @@ mod test {
 
     let object_id = object_id.to_string();
 
-    let openai = openai_client();
+    let openai = ai_client();
     let indexer: Arc<dyn Indexer> = Arc::new(PostgresIndexer::new(openai, db));
 
     let stream_group = redis_stream
diff --git a/services/appflowy-indexer/src/consumer.rs b/services/appflowy-indexer/src/consumer.rs
index 75bbf00b..d2a59495 100644
--- a/services/appflowy-indexer/src/consumer.rs
+++ b/services/appflowy-indexer/src/consumer.rs
@@ -286,7 +286,7 @@ mod test {
   use crate::consumer::OpenCollabConsumer;
   use crate::indexer::PostgresIndexer;
   use crate::test_utils::{
-    collab_update_forwarder, db_pool, openai_client, redis_stream, setup_collab,
+    ai_client, collab_update_forwarder, db_pool, redis_stream, setup_collab,
   };
   use collab::core::collab::MutexCollab;
   use collab::preclude::Collab;
@@ -309,7 +309,7 @@ mod test {
     let object_id = uuid::Uuid::new_v4();
 
     let db = db_pool().await;
-    let openai = openai_client();
+    let openai = ai_client();
 
     let mut collab = Collab::new(
       uid,
@@ -412,7 +412,7 @@ mod test {
     let object_id = uuid::Uuid::new_v4();
 
     let db = db_pool().await;
-    let openai = openai_client();
+    let openai = ai_client();
 
     let mut collab = Collab::new(
       uid,
diff --git a/services/appflowy-indexer/src/indexer.rs b/services/appflowy-indexer/src/indexer.rs
index a5f68c3e..2b2f280d 100644
--- a/services/appflowy-indexer/src/indexer.rs
+++ b/services/appflowy-indexer/src/indexer.rs
@@ -1,16 +1,15 @@
 use std::pin::Pin;
 
+use appflowy_ai_client::client::AppFlowyAIClient;
+use appflowy_ai_client::dto::{
+  EmbeddingEncodingFormat, EmbeddingInput, EmbeddingOutput, EmbeddingRequest, EmbeddingsModel,
+};
 use async_stream::try_stream;
 use async_trait::async_trait;
 use collab::entity::EncodedCollab;
 use collab::error::CollabError;
 use collab_entity::CollabType;
 use futures::Stream;
-use openai_dive::v1::api::Client;
-use openai_dive::v1::models::EmbeddingsEngine;
-use openai_dive::v1::resources::embedding::{
-  EmbeddingEncodingFormat, EmbeddingInput, EmbeddingOutput, EmbeddingParameters,
-};
 use serde::{Deserialize, Serialize};
 use sqlx::PgPool;
 use uuid::Uuid;
@@ -112,21 +111,21 @@ impl From<EmbedFragment> for AFCollabEmbeddingParams {
 }
 
 pub struct PostgresIndexer {
-  openai: Client,
+  ai_client: AppFlowyAIClient,
   db: PgPool,
 }
 
 impl PostgresIndexer {
   #[allow(dead_code)]
-  pub async fn open(openai_api_key: &str, pg_conn: &str) -> Result<Self> {
-    let openai = Client::new(openai_api_key.to_string());
+  pub async fn open(appflowy_ai_url: &str, pg_conn: &str) -> Result<Self> {
+    let ai_client = AppFlowyAIClient::new(appflowy_ai_url);
     let db = PgPool::connect(pg_conn).await?;
-    Ok(Self { openai, db })
+    Ok(Self { ai_client, db })
   }
 
   #[allow(dead_code)]
-  pub fn new(openai: Client, db: PgPool) -> Self {
-    Self { openai, db }
+  pub fn new(ai_client: AppFlowyAIClient, db: PgPool) -> Self {
+    Self { ai_client, db }
   }
 
   async fn get_embeddings(&self, fragments: Vec<Fragment>) -> Result<Embeddings> {
@@ -135,25 +134,18 @@ impl PostgresIndexer {
       .map(|fragment| fragment.content.clone())
       .collect();
     let resp = self
-      .openai
-      .embeddings()
-      .create(EmbeddingParameters {
+      .ai_client
+      .embeddings(EmbeddingRequest {
         input: EmbeddingInput::StringArray(inputs),
-        model: EmbeddingsEngine::TextEmbedding3Small.to_string(),
-        encoding_format: Some(EmbeddingEncodingFormat::Float),
-        dimensions: Some(1536), // text-embedding-3-small default number of dimensions
-        user: None,
+        model: EmbeddingsModel::TextEmbedding3Small.to_string(),
+        chunk_size: 0,
+        encoding_format: EmbeddingEncodingFormat::Float,
+        dimensions: 1536,
       })
       .await
       .map_err(|e| crate::error::Error::OpenAI(e.to_string()))?;
 
     tracing::trace!("fetched {} embeddings", resp.data.len());
-    let tokens_used = if let Some(usage) = resp.usage {
-      tracing::info!("OpenAI API index tokens used: {}", usage.total_tokens);
-      usage.total_tokens
-    } else {
-      0
-    };
 
     let mut fragments: Vec<_> = fragments.into_iter().map(EmbedFragment::from).collect();
     for e in resp.data.into_iter() {
@@ -168,7 +160,7 @@ impl PostgresIndexer {
       fragments[e.index as usize].embedding = Some(embedding);
     }
     Ok(Embeddings {
-      tokens_used,
+      tokens_used: resp.total_tokens as u32,
       fragments,
     })
   }
@@ -268,7 +260,7 @@ mod test {
   use database_entity::dto::EmbeddingContentType;
 
   use crate::indexer::{Indexer, PostgresIndexer};
-  use crate::test_utils::{db_pool, openai_client, setup_collab};
+  use crate::test_utils::{ai_client, db_pool, setup_collab};
 
   #[tokio::test]
   async fn test_indexing_embeddings() {
@@ -289,7 +281,7 @@ mod test {
     )
     .await;
 
-    let openai = openai_client();
+    let openai = ai_client();
 
     let indexer = PostgresIndexer::new(openai, db);
 
diff --git a/services/appflowy-indexer/src/main.rs b/services/appflowy-indexer/src/main.rs
index ae334849..4d8ba883 100644
--- a/services/appflowy-indexer/src/main.rs
+++ b/services/appflowy-indexer/src/main.rs
@@ -24,8 +24,11 @@ pub struct Config {
   #[clap(long, env = "APPFLOWY_INDEXER_REDIS_URL")]
   pub redis_url: String,
 
-  #[clap(long, env = "APPFLOWY_INDEXER_OPENAI_API_KEY")]
-  pub openai_api_key: String,
+  #[clap(long, env = "APPFLOWY_AI_SERVER_HOST", default_value = "localhost")]
+  pub appflowy_ai_host: String,
+
+  #[clap(long, env = "APPFLOWY_AI_SERVER_PORT", default_value = "5001")]
+  pub appflowy_ai_port: u16,
 
   #[clap(long, env = "APPFLOWY_INDEXER_DATABASE_URL")]
   pub database_url: String,
@@ -52,6 +55,12 @@ pub struct Config {
   pub preindex: bool,
 }
 
+impl Config {
+  pub fn appflowy_ai_url(&self) -> String {
+    format!("http://{}:{}", self.appflowy_ai_host, self.appflowy_ai_port)
+  }
+}
+
 #[tokio::main]
 async fn main() -> Result<(), Box<dyn std::error::Error>> {
   dotenvy::dotenv().ok();
@@ -62,9 +71,10 @@ async fn main() -> Result<(), Box<dyn std::error::Error>> {
 }
 
 async fn run_server(config: Config) -> Result<(), Box<dyn std::error::Error>> {
+  let appflowy_ai_url = config.appflowy_ai_url();
   let redis_client = redis::Client::open(config.redis_url)?;
   let collab_stream = CollabRedisStream::new(redis_client).await?;
-  let indexer = PostgresIndexer::open(&config.openai_api_key, &config.database_url).await?;
+  let indexer = PostgresIndexer::open(&appflowy_ai_url, &config.database_url).await?;
   tracing::info!("Starting AppFlowy Indexer...");
   let consumer = OpenCollabConsumer::new(
     collab_stream,
diff --git a/services/appflowy-indexer/src/test_utils.rs b/services/appflowy-indexer/src/test_utils.rs
index 2a8351af..5e590342 100644
--- a/services/appflowy-indexer/src/test_utils.rs
+++ b/services/appflowy-indexer/src/test_utils.rs
@@ -3,6 +3,7 @@ use std::env;
 use std::ops::DerefMut;
 use std::sync::Arc;
 
+use appflowy_ai_client::client::AppFlowyAIClient;
 use collab::core::collab::MutexCollab;
 use collab::entity::EncodedCollab;
 use collab_entity::CollabType;
@@ -20,8 +21,8 @@ use database::user::create_user;
 use database_entity::dto::CollabParams;
 
 lazy_static! {
-  pub static ref APPFLOWY_INDEXER_OPENAI_API_KEY: Cow<'static, str> =
-    get_env_var("APPFLOWY_INDEXER_OPENAI_API_KEY", "");
+  pub static ref APPFLOWY_INDEXER_AI_URL: Cow<'static, str> =
+    get_env_var("APPFLOWY_INDEXER_AI_URL", "http://localhost:5001");
   pub static ref APPFLOWY_INDEXER_DATABASE_URL: Cow<'static, str> = get_env_var(
     "APPFLOWY_INDEXER_DATABASE_URL",
     "postgres://postgres:password@localhost:5432/postgres"
@@ -42,8 +43,8 @@ fn get_env_var<'default>(key: &str, default: &'default str) -> Cow<'default, str
   }
 }
 
-pub fn openai_client() -> openai_dive::v1::api::Client {
-  openai_dive::v1::api::Client::new(APPFLOWY_INDEXER_OPENAI_API_KEY.to_string())
+pub fn ai_client() -> AppFlowyAIClient {
+  AppFlowyAIClient::new(&APPFLOWY_INDEXER_AI_URL)
 }
 
 pub async fn db_pool() -> PgPool {