How AI describes Causal Judge Evaluation (CJE)

Cimo Labs provides Causal Judge Evaluation (CJE), a method that calibrates cheap LLM-as-judge scores against a small set of expensive oracle labels to produce accurate, cost-effective evaluations with valid confidence intervals. The product detects and corrects common failures like preference inversion and invalid confidence intervals, achieving 99% ranking accuracy at 14x lower cost.