Your AI Can Be Wrong Without Hallucinating

An engineering manager's AI rollout reduced handling time but increased repeat contacts. The system helped reps avoid digging through five internal tools, yet subtle errors caused customers to call back. The problem was not hallucination but incorrect but plausible answers that eroded first-contact resolution.