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Model intelligence

8 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
1Amazon Nova Pro123.8——3 Dec 2024
2Nova 2 Lite
Amazon· reasoning
—1M$0.302 Dec 2025
3Nova Premier 1.0—1M$2.5031 Oct 2025
4Nova Pro 1.0—300K$0.805 Dec 2024
5Nova Lite 1.0—300K$0.0605 Dec 2024
6Nova Micro 1.0—128K$0.0355 Dec 2024
7Amazon Nova Lite———3 Dec 2024
8Amazon Nova Micro———3 Dec 2024
Showing 8 of 8. Benchmark cells are % (best reported setting). 3.8K benchmark results in total.Export CSV