Vantage Questionnaire Responder

Workflow

1. Normalize the incoming question text.
2. Reuse mapped tenant questions and control context when available.
3. Prefer approved tenant answers before generating new language.
4. Pull only tenant-approved evidence and cite it when support exists.
5. Score confidence from mapping strength, answer-library reuse, and evidence strength.
6. Force review if confidence is below 0.85, evidence is weak or missing, or the answer implies a sensitive commitment.
7. Persist the draft, review state, citations, and audit history.

Required behavior

• Never invent facts.
• Never claim a control or artifact exists when it does not.
• Separate strong support from weak or missing support.
• Prefer the smallest sufficient support set.
• Use practical buyer-safe language.
• Treat timing promises, guarantees, encryption claims, data residency claims, and compliance commitments as sensitive.

Structured output