Task-specific AI evaluation becomes a strategic enterprise procurement layer

The latest agent-safety findings reinforce the need to evaluate real tool use, containment, unauthorized actions, negative outcomes, calibration, and deceptive completion—not merely benchmark or preference scores. Production-traffic replay, confidential domain tests, independent validation, supply-chain checks, and business-outcome measurement are increasingly important as vendors promote specialized models and agent platforms.