The Verification Gap: Why AI Deployment Outpaces Trust Controls

As AI systems move into customer-facing and regulated workflows, organizations are discovering that deployment speed is outpacing trust infrastructure—creating real incidents like KPMG's retracted AI report. Confident-looking AI hallucinations pose an existential threat to AI adoption and customer relationships. Building a claim verification pipeline that treats generated assertions as traceable, scorable, and reviewable objects is becoming essential for any team using AI in production.