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TechVentureBeat · 81d ago

Enterprises using multiple AI models are underestimating failure rates by 2.25x

Enterprises using multiple AI models underestimate failure rates by 2.25 times because they ignore the co-failure ceiling, where all models in a pool simultaneously fail on the same prompts. A study of 67 frontier models from 21 providers found that orchestration success depends not on model disagreement rates but on the percentage of prompts where every model gives wrong answers at once.

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