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Model intelligence

20 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
1Qwen2.5-Max132.5——25 Jan 2025
2Qwen3 Max
Alibaba (Qwen)· reasoning
142.4262K$0.7824 Sep 2025
3Qwen 3.6 Flash143.3——27 Apr 2026
4Qwen 3.5 Flash (hosted 35B-A3B)144.0——25 Feb 2026
5Qwen3.7 Flash
Alibaba (Qwen)· reasoning
144.61M$0.03027 Jul 2026
6Qwen 3.5 Plus (hosted 397B-A17B)146.8——16 Feb 2026
7Qwen3.7 Plus
Alibaba (Qwen)· reasoning
147.41M$0.322 Jun 2026
8Qwen 3.6 Plus147.7——31 Mar 2026
9Qwen 3.6 Max (Preview)149.3——20 Apr 2026
10Qwen3.7 Max
Alibaba (Qwen)· reasoning
153.71M$1.4819 May 2026
11Qwen3.8 Max (0902)
Alibaba (Qwen)· reasoning
155.31M$2.001 Sep 2026
12Qwen 3.8 Max156.7——2 Aug 2026
13Qwen3.8 Max (xhigh)———2 Aug 2026
14Qwen3.8 Max (unknown)———2 Aug 2026
15Qwen 3.6 Plus (2026-04-02)———31 Mar 2026
16Qwen3-Max-Instruct———24 Sep 2025
17Qwen Plus (Apr 2025)———28 Apr 2025
18QWQ-Plus———8 Apr 2025
19Qwen Plus (Jan 2025)———25 Jan 2025
20Qwen-Turbo———1 Nov 2024
Showing 20 of 20. Benchmark cells are % (best reported setting). 3.8K benchmark results in total.Export CSV