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Model intelligence

9 AI models

Capability (Epoch Capabilities Index and individual benchmarks from Epoch AI), API list prices and context windows (OpenRouter), release dates and open-weight status. Benchmarks are shown individually - never merged into one invented score.
Leads on ECI
GPT-6 Astra
ECI 166.6Epoch AI
Leads on GPQA Diamond
GPT-6 Astra
95.8%Epoch AI
Leads on SWE-bench Verified
Claude Opus 4.7
83.5%Epoch AI
Cheapest in ECI top 10
GPT-5.6 Sol
$2.00/M inputOpenRouter
Longest context
Grok 4.20 Multi-Agent
2M tokensOpenRouter
Best open-weight on ECI
Kimi K3
ECI 157.68Epoch AI
Epoch Capabilities Index by release date

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.

#ModelECI ↓ContextIn $/MReleased
1MiniMax M3
MiniMax· reasoning
147.01.05M$0.301 Jun 2026
2MiniMax M2.5
MiniMax· reasoning
146.7205K$0.2712 Feb 2026
3MiniMax M2.7
MiniMax· reasoning
145.8205K$0.2118 Mar 2026
4MiniMax M2-her—66K$0.3023 Jan 2026
5MiniMax M2.1
MiniMax· reasoning
—205K$0.3023 Dec 2025
6MiniMax M2
MiniMax· reasoning
—205K$0.3023 Oct 2025
7MiniMax M1
MiniMax· reasoning
—1M$0.4017 Jun 2025
8MiniMax-M1-80k———13 Jun 2025
9MiniMax-01—1M$0.2015 Jan 2025
Showing 9 of 9. Benchmark cells are % (best reported setting). 3.8K benchmark results in total.Export CSV