Advanced RAG

Use this pattern when you need stronger retrieval quality, strict source traceability, and predictable operations.

Architecture#

1. Upload files to Roset (/v1/files)
2. Wait for processing completion (webhooks recommended)
3. Use hybrid search (/v1/search, mode hybrid) for retrieval
4. Use /v1/qa for answer generation with source citations
5. Apply your own post-processing and policy checks in app logic

Retrieval Strategy#

• Default to hybrid mode for best relevance
• Restrict by space/tenant for isolation
• Cache high-value query results at application layer

Operational Guardrails#

• Use idempotency on ingestion mutations
• Verify webhook signatures before processing callbacks
• Track zero-result and low-confidence patterns in Insights