Context
Demo data; not a client knowledge base or model-quality claim.
Problem
The hard part is not only answering but authorization, freshness and accountability.
Workflow before
Question → search several documents → copy answer → unclear version.
Intervention
Combine sources, ACL, policy versions and escalation rules.
Workflow after
Answers carry sources and uncertainty; high-risk questions stay human-reviewed.
Deliverables
- Knowledge-domain scope
- Citation and version cues
- Evaluation and feedback structure