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Capability frontier Source: Epoch AI (CC BY 4.0). ECI is Epoch's item-response model over many benchmarks; each model page shows its 90% confidence interval.
Blended $/1M tokens (3:1 input:output) vs ECI
Price vs capability Only models with both an ECI score and an OpenRouter price. Normalisation: 75% input + 25% output price. Click a point to open the model.
Showing 4 of 4. Benchmark cells are % (best reported setting). 3.8K benchmark results in total. Export CSV Provider: any OpenAI (205) Anthropic (113) Alibaba (Qwen) (95) Google (88) Mistral AI (44) DeepSeek (42) Meta (37) xAI (27) Z.ai (Zhipu AI) (24) Moonshot AI (18) MiniMax (9) Microsoft (9) Tencent (8) Thinking Machines Lab (8) Amazon (8) ByteDance (7) AionLabs (6) NVIDIA (6) Xiaomi (5) Perplexity (5) Cohere (5) Sakana AI (4) Poolside (4) Nous Research (4) Technology Innovation Institute (4) Upstage (3) inclusionAI (Ant Group) (3) Cognition (3) Inception Labs (3) TheDrummer (3) Sao10K (3) Hugging Face (3) Perceptron (2) Inference.net (2) Nex AGI (2) IBM (2) StepFun (2) Reka AI (2) Relace (2) Morph (2) TypeSafe (1) Fireworks AI (1) PrismML (1) unbiased (1) Meituan (1) Kuaishou (1) Anysphere (1) Arcee AI (1) Writer (1) Venice (1) Baidu (1) Allen Institute for AI (1) anthracite-org (1) Mancer (1) undi95 (1) Stability AI (1) gryphe (1) Inflection AI (1) Cerebras (1) Weights: any Open weights Closed Reasoning Tool use
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4 models Open weights Reasoning New (30 days) Cheap (≤ $0.50/M in) Long context (≥ 1M) Vision Tool use
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