How Much Does Reasoning Effort Affect Score and Cost?

Vals AI tested seven frontier models at their lowest, middle, and highest reasoning settings across eight benchmarks in its Vals Index. Lowering reasoning effort cut cost far more than score: four models kept at least 80% of their score at half the cost or less.