Why AI-generated company answers need an evidence lifecycle
AI has made it cheap to generate a plausible company answer. It has not made the answer accountable.
Trust the individual fact
Status, incorporation date, ownership and revenue are separate claims. Each needs its own verdict, observed value and verification time.
Correct can become stale
A fact can be right when published and wrong after a registry change. Long-running workflows need a way to reopen that decision.
Keep the proof connected
Preserve what was claimed, what was observed and when it was checked. Keep that record connected to later company changes.
Let software respond
Verified claims can pass. Contradictions can be corrected. Unsupported claims can be escalated. Stale claims can trigger an update.
Verification asks: “Was this supported?” The evidence lifecycle also asks: “Is it still supported?”
