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The Confidence Trap happens when a model sounds authoritative while hallucinating. Relying on one LLM is dangerous; you need multi-model review to spot the gaps. In our April 2026 audit of OpenAI and Anthropic, we processed 1,324 turns. While we hit 99
We often fall for the "Confidence Trap," trusting one model's certainty even when it is wrong. In our April 2026 audit of 1,324 turns, relying solely on OpenAI or Anthropic missed critical errors. By implementing multi-model review, we achieved 99
The "Confidence Trap" occurs when teams over-rely on a single LLM, blind to high-stakes errors. In our April 2026 audit of 1,324 turns, comparing OpenAI’s o3 against Anthropic’s Claude 3.7 revealed that 0