Procurement penalties for AI errors

Governments can write contracts that require disclosure of AI use and impose refunds or other penalties when AI‑generated hallucinations taint deliverables. This creates incentives for firms to apply rigorous verification and prevents unvetted AI text from entering official records. — It offers a concrete governance tool to align AI adoption with accountability in the public sector.