cyber vendor here, ya. the confidence score and citation on each answer is what our own security team wanted to see honestly
the flag when info is missing, matters alot for us. We can't afford a made up control claim in a questionnaire
For a security company the defensibility is the whole point, and this is where AI-first helps. Inventive AI drafts from your approved content, cites the source on each answer, and flags unavailable instead of inventing a control you do not have, which is designed to prevent hallucinations. On the platform side it is SOC 2 compliant, supports SSO and RBAC, and states your data is not used to train public models.
the flags unavailable instead of guessing behavior is the deal-maker for us. Thanks, reaching out to them.