Writing
Embeddings + SQL for Searchable Knowledge
Model grounded retrieval
Pair vector search with SQL metadata constraints to keep retrieval trustworthy and relevant.
Design for auditability
Capture source documents and confidence signals to support enterprise governance.
Optimize incrementally
Measure retrieval quality using user journeys and improve chunking and ranking in controlled cycles.