Knowledge Base Updater (RAG)

The AI needed accurate, up-to-date product and policy info — without code changes or redeploys.

A one-click workflow that clears the old knowledge base, chunks fresh content, generates OpenAI embeddings, and inserts them into the Supabase vector store the AI brain reads from.

1. 1▶️ Run to update the KB — manual trigger
2. 2🧹 Clear Old KB — removes stale vectors
3. 3✂️ KB Content + Chunk — splits content for retrieval
4. 4🔢 OpenAI Embeddings (HTTP) — vectorizes each chunk
5. 5💾 Insert to Supabase — updates the vector store

• Update the AI's knowledge in one click
• Grounded, current answers across every channel
• No redeploys or code changes