Ingestion
Document identity, parsing, versions and permissions before chunks ever reach an index.
The retrieval stack
Retrieval
Chunking, embeddings, hybrid search and reranking measured against representative questions.
Grounding
Citations, abstention and answer policies that help users judge evidence.
Operations
Freshness, deletion, cost, latency and access-control checks for production.