AI-Native

Competence Cliff

The point where an AI product's single failure destroys all accumulated trust.

The Competence Cliff is the defining risk of AI-native products. Traditional software degrades gradually. AI products can fall off a cliff in a single moment: one hallucinated fact, one wrong recommendation, one embarrassing generated output. That single failure undoes months of reliable performance.