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The "Confidence Trap" is real: LLMs sound certain even when wrong. Our April 2026 audit of 1,324 turns shows why. By cross-referencing Anthropic’s Claude against OpenAI’s GPT-4o, we hit 99.1% signal detection and flagged 0
The Confidence Trap occurs when teams blindly trust LLM outputs. By running multi-model review across Anthropic and OpenAI, we confirmed a 99.1% signal detection rate across 1,324 turns. With 0.9% silent turns, relying on a single provider is a liability
The Confidence Trap occurs when operators over-rely on a single LLM output, ignoring latent errors. In our April 2026 review of 1,324 turns, we found that cross-referencing Anthropic and OpenAI outputs is essential. While signal detection reached 99