diff --git a/apps/www/_blog/2023-02-03-openai-embeddings-postgres-vector.mdx b/apps/www/_blog/2023-02-03-openai-embeddings-postgres-vector.mdx
index 5a689d9de29..c74c8e992e6 100644
--- a/apps/www/_blog/2023-02-03-openai-embeddings-postgres-vector.mdx
+++ b/apps/www/_blog/2023-02-03-openai-embeddings-postgres-vector.mdx
@@ -11,7 +11,7 @@ date: '2023-02-06'
 toc_depth: 3
 ---
 
-A new PostgreSQL extension is now available in Supabase: [`pgvector`](https://github.com/pgvector/pgvector), an open-source vector similarity search.
+A new PostgreSQL extension is now available in Supabase: [`pgvector`]([https://github.com/pgvector/pgvector](https://supabase.com/docs/guides/getting-started/openai/vector-search)), an open-source vector similarity search.
 
 The exponential progress of AI functionality over the past year has inspired many new real world applications. One specific challenge has been the ability to store and query _embeddings_ at scale. 
 In this post we'll explain what embeddings are, why we might want to use them, and how we can store and query them in PostgreSQL using `pgvector`.
@@ -372,6 +372,11 @@ The OpenAI API supports [completion streaming](https://platform.openai.com/docs/
 
 Storing embeddings in Postgres opens a world of possibilities. You can combine your search function with telemetry functions, add an user-provided feedback (thumbs up/down), and make your search feel more integrated with your products.
 
-Tomorrow we'll be releasing our own version of this interface in the Supabase docs, to provide Supabase-specific answers.
+The [pgvector extension](https://supabase.com/docs/guides/getting-started/openai/vector-search) is available on all new Supabase projects today. If you want to try it out, launch a new Postgres database today: [database.new](https://database.new)
 
-The pgvector extension is available on all new Supabase projects today. If you want to try it out, launch a new Postgres database today: [database.new](https://database.new)
+## More pgvector and ChatGPT resources
+
+- [Supabase Clippy: ChatGPT for Supabase Docs](https://supabase.com/blog/chatgpt-supabase-docs)
+- [A ChatGPT Plugins Template built with Supabase Edge Runtime](https://supabase.com/blog/building-chatgpt-plugins-template)
+- [Template for building your own custom ChatGPT style doc search](https://github.com/supabase-community/nextjs-openai-doc-search)
+- [Supabase + LangChain Starter Template](https://blog.langchain.dev/langchain-x-supabase/)