The Confidence Trap occurs when we mistake a model’s fluency for accuracy,...

https://atavi.com/share/xtbg8gz1isq8a

The Confidence Trap occurs when we mistake a model’s fluency for accuracy, leading to complacency in high-stakes decisions. In our April 2026 audit, we found that relying on a single provider often masked errors