AI & AUTOMATION

Retrieval-augmented generation done properly on Symbiosis Knowledge: permission-aware indexing, hybrid search, citation-grounded answers, and evaluation that measures faithfulness - so the assistant says 'I don't know' instead of inventing policy.

WHAT THIS COVERS

  • 01Ingestion pipelines: chunking, enrichment, embeddings, freshness-driven re-indexing
  • 02Permission-aware retrieval that respects source ACLs per user
  • 03Hybrid lexical + vector search with reranking
  • 04Faithfulness evaluation and hallucination regression testing