diff --git a/Cargo.lock b/Cargo.lock
index 85a62c9519..d949da7e8a 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1546,6 +1546,18 @@ version = "1.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8c3c1a368f70d6cf7302d78f8f7093da241fb8e8807c05cc9e51a125895a6d5b"
 
+[[package]]
+name = "bge"
+version = "0.1.0"
+dependencies = [
+ "anyhow",
+ "futures 0.3.30",
+ "http_client",
+ "isahc",
+ "serde",
+ "serde_json",
+]
+
 [[package]]
 name = "bigdecimal"
 version = "0.4.5"
@@ -2543,6 +2555,7 @@ dependencies = [
  "axum",
  "axum-extra",
  "base64 0.22.1",
+ "bge",
  "call",
  "channel",
  "chrono",
diff --git a/Cargo.toml b/Cargo.toml
index c72fec020f..cd20002fab 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -9,6 +9,7 @@ members = [
     "crates/assistant_tool",
     "crates/audio",
     "crates/auto_update",
+    "crates/bge",
     "crates/breadcrumbs",
     "crates/call",
     "crates/channel",
@@ -187,6 +188,7 @@ assistant_slash_command = { path = "crates/assistant_slash_command" }
 assistant_tool = { path = "crates/assistant_tool" }
 audio = { path = "crates/audio" }
 auto_update = { path = "crates/auto_update" }
+bge = { path = "crates/bge" }
 breadcrumbs = { path = "crates/breadcrumbs" }
 call = { path = "crates/call" }
 channel = { path = "crates/channel" }
diff --git a/crates/collab/Cargo.toml b/crates/collab/Cargo.toml
index ad43d2d1f0..03041d306a 100644
--- a/crates/collab/Cargo.toml
+++ b/crates/collab/Cargo.toml
@@ -27,6 +27,7 @@ aws-sdk-s3 = { version = "1.15.0" }
 axum = { version = "0.6", features = ["json", "headers", "ws"] }
 axum-extra = { version = "0.4", features = ["erased-json"] }
 base64.workspace = true
+bge.workspace = true
 chrono.workspace = true
 clock.workspace = true
 clickhouse.workspace = true
diff --git a/crates/collab/k8s/collab.template.yml b/crates/collab/k8s/collab.template.yml
index 7d4ea6eb9a..17df872372 100644
--- a/crates/collab/k8s/collab.template.yml
+++ b/crates/collab/k8s/collab.template.yml
@@ -149,6 +149,18 @@ spec:
                 secretKeyRef:
                   name: google-ai
                   key: api_key
+            - name: EMBEDDINGS_API_KEY
+              valueFrom:
+                secretKeyRef:
+                  name: embeddings
+                  key: api_key
+                  optional: true
+            - name: EMBEDDINGS_API_URL
+              valueFrom:
+                secretKeyRef:
+                  name: embeddings
+                  key: url
+                  optional: true
             - name: BLOB_STORE_ACCESS_KEY
               valueFrom:
                 secretKeyRef:
diff --git a/crates/collab/src/lib.rs b/crates/collab/src/lib.rs
index 6c32023a97..bd2f2a7982 100644
--- a/crates/collab/src/lib.rs
+++ b/crates/collab/src/lib.rs
@@ -170,6 +170,8 @@ pub struct Config {
     pub anthropic_api_key: Option<Arc<str>>,
     pub anthropic_staff_api_key: Option<Arc<str>>,
     pub llm_closed_beta_model_name: Option<Arc<str>>,
+    pub embeddings_api_key: Option<Arc<str>>,
+    pub embeddings_api_url: Option<Arc<str>>,
     pub zed_client_checksum_seed: Option<String>,
     pub slack_panics_webhook: Option<String>,
     pub auto_join_channel_id: Option<ChannelId>,
@@ -233,6 +235,8 @@ impl Config {
             stripe_api_key: None,
             stripe_price_id: None,
             supermaven_admin_api_key: None,
+            embeddings_api_key: None,
+            embeddings_api_url: None,
             user_backfiller_github_access_token: None,
         }
     }
diff --git a/crates/collab/src/rpc.rs b/crates/collab/src/rpc.rs
index d9683fb8b3..6969ffe395 100644
--- a/crates/collab/src/rpc.rs
+++ b/crates/collab/src/rpc.rs
@@ -37,7 +37,6 @@ pub use connection_pool::{ConnectionPool, ZedVersion};
 use core::fmt::{self, Debug, Formatter};
 use http_client::HttpClient;
 use isahc_http_client::IsahcHttpClient;
-use open_ai::{OpenAiEmbeddingModel, OPEN_AI_API_URL};
 use sha2::Digest;
 use supermaven_api::{CreateExternalUserRequest, SupermavenAdminApi};
 
@@ -641,7 +640,8 @@ impl Server {
                         request,
                         response,
                         session,
-                        app_state.config.openai_api_key.clone(),
+                        app_state.config.embeddings_api_url.clone(),
+                        app_state.config.embeddings_api_key.clone(),
                     )
                 })
             });
@@ -4585,9 +4585,11 @@ async fn compute_embeddings(
     request: proto::ComputeEmbeddings,
     response: Response<proto::ComputeEmbeddings>,
     session: UserSession,
+    api_url: Option<Arc<str>>,
     api_key: Option<Arc<str>>,
 ) -> Result<()> {
-    let api_key = api_key.context("no OpenAI API key configured on the server")?;
+    let embeddings_url = api_url.context("no embeddings API URL configured on the server")?;
+    let embeddings_api_key = api_key.context("no embeddings API key configured on the server")?;
     authorize_access_to_legacy_llm_endpoints(&session).await?;
 
     let rate_limit: Box<dyn RateLimit> = match session.current_plan(session.db().await).await? {
@@ -4601,19 +4603,13 @@ async fn compute_embeddings(
         .check(&*rate_limit, session.user_id())
         .await?;
 
-    let embeddings = match request.model.as_str() {
-        "openai/text-embedding-3-small" => {
-            open_ai::embed(
-                session.http_client.as_ref(),
-                OPEN_AI_API_URL,
-                &api_key,
-                OpenAiEmbeddingModel::TextEmbedding3Small,
-                request.texts.iter().map(|text| text.as_str()),
-            )
-            .await?
-        }
-        provider => return Err(anyhow!("unsupported embedding provider {:?}", provider))?,
-    };
+    let embeddings = bge::embed(
+        session.http_client.as_ref(),
+        &embeddings_url,
+        &embeddings_api_key,
+        request.texts.iter().map(|text| text.as_str()),
+    )
+    .await?;
 
     let embeddings = request
         .texts
diff --git a/crates/collab/src/tests/test_server.rs b/crates/collab/src/tests/test_server.rs
index 5ff4a72074..bf5f2c7365 100644
--- a/crates/collab/src/tests/test_server.rs
+++ b/crates/collab/src/tests/test_server.rs
@@ -679,6 +679,8 @@ impl TestServer {
                 stripe_api_key: None,
                 stripe_price_id: None,
                 supermaven_admin_api_key: None,
+                embeddings_api_key: None,
+                embeddings_api_url: None,
                 user_backfiller_github_access_token: None,
             },
         })