Launch Review and Demonstration

Demonstrate an answer with valid citations, an unsupported question that triggers abstention, an update that replaces stale content, a deletion that removes retrieval access, a cross-tenant request that is denied, and a hostile document that cannot trigger unauthorized actions. Show evaluation reports, latency, cost, ingestion failures, and rollback. Document known limitations and unsupported file types.

Diagram
Implementation example
1. Supported answer with citation
2. Insufficient evidence -> abstain
3. Update and delete source
4. Deny cross-tenant request
5. Resist injected instructions
6. Show metrics and rollback
💡 A production demo includes failure and security behavior, not only the happy path.
Key Takeaways
  • Inspect the relevant pipeline stage instead of guessing.
  • Preserve source provenance, versions, and access scope.
  • Measure quality on representative queries.
Knowledge Check

What should a production demonstration include besides success?