AnalysisAI ModelsJuly 9, 2026
Multi-model AI failures underestimated by 2.25x

A study of 67 frontier models from 21 providers found that enterprises underestimate co-failure rates by a factor of 2.25x when using multiple AI models. The 'co-failure' problem shows that routing queries across specialists does not eliminate correlated failures.