The Trust Gap: Why AI Evals are the New “Stress Test”

Enterprise AI has evolved beyond chatbots. Multi-agent AI systems are entering production, but our ability to validate them has not kept pace. Unlike traditional software, AI agents fail softly. They execute trades, approve loans, and trigger workflows with reasoning that appears sound but drifts from established guardrails.