Stack & data stores
Current and planned persistence for the product.
MongoDB
MongoDB
Incidents, users, settings, site_signals — operational source of truth.
Qdrant
Qdrant
Vector index for embeddings and semantic retrieval workflows.
embeddings
OpenAI embeddings
text-embedding-3-small — reuse the same API key policy as the rest of your stack.