The AI Failure Mode That Costs Professionals the Most (And How to Detect It)

Knowledge workers spend 4.3 hours weekly fact-checking AI outputs, with the most dangerous failure mode being "plausible-neighbor substitution" rather than hallucinations. This mode provides statistically close but incorrect answers that often pass casual inspection, proving more problematic than obvious errors.