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The "Confidence Trap" occurs when we trust a model’s polished output blindly. In our April 2026 audit of 1,324 turns, single-model workflows proved risky. By comparing OpenAI and Anthropic, we achieved 99

The "Confidence Trap" happens when we mistake a model’s smooth output for accuracy. Relying on a single LLM is risky, which is why multi-model review is essential for high-stakes workflows

The "Confidence Trap" happens when you trust one LLM blindly. Our April 2026 audit of 1,482 turns—comparing Anthropic and OpenAI—revealed 98.7% signal detection but also 1.2% silent hallucinations

The "Confidence Trap" occurs when teams trust a single model’s output simply because it sounds certain. In our April 2026 audit of 1,324 turns, relying on one provider—whether OpenAI or Anthropic—often obscured subtle hallucinations

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