Value ranking

Best value on Frontier Composite

As of October 25, 2026, the best value on Frontier Composite is DeepSeek V4.1 Flash, at 3782.00 normalized points per dollar of input price ($0.02 per million tokens, score 75.6).

Saturation-resistant composite capability score stitched together from ~40 underlying benchmarks using Item Response Theory. Each benchmark is weighted by its fitted difficulty and discriminative slope, so doing well on hard, contamination-resistant evals (FrontierMath, ARC-AGI 2, Humanity's Last Exam) moves the score and saturated benchmarks contribute almost nothing. Imported per-model from Epoch AI's published index; we anchor it to the same min-max scale we use for every other benchmark so it's directly weightable in scenarios.