Ask VaultLens
Same pipeline every time: your demo role decides which documents can be quoted. Retrieval scores both allowed and restricted matches — answers never include text from sources outside your allow list. The public demo uses deterministic retrieval and templated answers (no generative model).
Demo mode (this build)
- Deterministic retrieval
- Synthetic documents
- Role-based access checks
- Citation-first answers
- Session audit
Production-style path (future)
- Supabase/Postgres persistence
- pgvector (or similar) retrieval
- Generative answers from allowed chunks only
Engine: deterministic retrieval + citation rules today. Future stack: Supabase + pgvector + optional LLM — only after access filtering selects allowed chunks.
- Role
- Question
- Access filter
- Retrieval
- Cited answer
- Audit
Demo role (not SSO)
Pick a persona → ask a question → VaultLens filters by this allow list before quoting anything. Switching roles is how you compare who may see which citations (demo only, not SSO).
Guided demo (3 steps)
A Allowed answer · B Restricted hold · C Same question with a higher-privilege role → citations.
Suggested for Manager
Ready for a query
Use the guided buttons above, or type your own question. You will always see either cited sources, a permission hold, or insufficient evidence in the allowed corpus — never a silent guess.
Audit log stores each run. Evaluation regression-tests permissions and citations.
Responsible use (demo)
- Public demo uses synthetic documents only. Do not upload private files in v1.
- Restricted documents are never revealed to roles that cannot access them.
- Grounded answers require cited sources; support scores are retrieval heuristics, not guarantees.
- When in doubt, have a subject-matter expert review the answer in production.