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Model intelligence

46 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
1GPT-6 Astra
OpenAI· reasoning
166.61.05M$10.03 Sep 2026
2GPT-5.5 Pro
OpenAI· reasoning
162.41.05M$30.023 Apr 2026
3GPT-5.6 Sol
OpenAI· reasoning
162.01.05M$2.009 Jul 2026
4GPT-5.6 Terra
OpenAI· reasoning
159.31.05M$2.009 Jul 2026
5GPT-5.5
OpenAI· reasoning
159.31.05M$5.0023 Apr 2026
6GPT-5.4 Pro
OpenAI· reasoning
159.11.05M$30.05 Mar 2026
7GPT-5.4
OpenAI· reasoning
156.91.05M$2.505 Mar 2026
8GPT-5.3-Codex
OpenAI· reasoning
156.8400K$1.755 Feb 2026
9GPT-5.6 Luna
OpenAI· reasoning
156.31.05M$0.209 Jul 2026
10GPT-5.2 Pro
OpenAI· reasoning
155.4400K$21.011 Dec 2025
11GPT-5.2
OpenAI· reasoning
153.4400K$1.7511 Dec 2025
12GPT-5 Pro
OpenAI· reasoning
150.3400K$15.07 Oct 2025
13GPT-5
OpenAI· reasoning
150.0400K$1.257 Aug 2025
14GPT-5.1
OpenAI· reasoning
149.7400K$1.2513 Nov 2025
15GPT-5.4 Mini
OpenAI· reasoning
148.8400K$0.7517 Mar 2026
16o3 Pro
OpenAI· reasoning
147.4200K$20.010 Jun 2025
17o3
OpenAI· reasoning
146.9200K$2.0016 Apr 2025
18GPT-5.4 Nano
OpenAI· reasoning
145.8400K$0.2017 Mar 2026
19o4 Mini
OpenAI· reasoning
145.6200K$1.1016 Apr 2025
20GPT-5 Mini
OpenAI· reasoning
145.5400K$0.257 Aug 2025
21o1
OpenAI· reasoning
141.9200K$15.017 Dec 2024
22o3 Mini
OpenAI· reasoning
140.3200K$1.1031 Jan 2025
23gpt-oss-120b
OpenAI· reasoning
139.9131K$0.0375 Aug 2025
24GPT-5 Nano
OpenAI· reasoning
139.4400K$0.0507 Aug 2025
25gpt-oss-20b
OpenAI· reasoning
137.8131K$0.0185 Aug 2025
26GPT-6 Sol
OpenAI· reasoning
—1.05M$2.0022 Sep 2026
27GPT-6 Luna
OpenAI· reasoning
—1.05M$0.1022 Sep 2026
28o3 Mini High
OpenAI· reasoning
—200K$1.1012 Feb 2025
29GPT-6.1 Sol
OpenAI· reasoning
—1.05M$2.0029 Sep 2026
30GPT-6.1 Sol Pro
OpenAI· reasoning
—1.05M$2.0029 Sep 2026
31GPT-6 Sol Pro
OpenAI· reasoning
—1.05M$2.0022 Sep 2026
32GPT-6 Luna Pro
OpenAI· reasoning
—1.05M$0.1022 Sep 2026
33GPT-6 Astra Pro
OpenAI· reasoning
—1.05M$10.04 Sep 2026
34GPT-5.6 Sol Pro
OpenAI· reasoning
—1.05M$4.009 Jul 2026
35GPT-5.6 Luna Pro
OpenAI· reasoning
—1.05M$0.209 Jul 2026
36GPT-5.6 Terra Pro
OpenAI· reasoning
—1.05M$2.009 Jul 2026
37GPT-5.4 Image 2
OpenAI· reasoning
—272K$8.0021 Apr 2026
38GPT-5.2-Codex
OpenAI· reasoning
—400K$1.7514 Jan 2026
39GPT-5.1-Codex-Max
OpenAI· reasoning
—400K$1.254 Dec 2025
40GPT-5.1-Codex
OpenAI· reasoning
—400K$1.2513 Nov 2025
41GPT-5.1-Codex-Mini
OpenAI· reasoning
—400K$0.2513 Nov 2025
42gpt-oss-safeguard-20b
OpenAI· reasoning
—131K$0.07529 Oct 2025
43GPT-5 Image Mini
OpenAI· reasoning
—400K$2.5016 Oct 2025
44GPT-5 Image
OpenAI· reasoning
—400K$10.014 Oct 2025
45o4 Mini High
OpenAI· reasoning
—200K$1.1016 Apr 2025
46o1-pro
OpenAI· reasoning
—200K$150.019 Mar 2025
Showing 46 of 46. Benchmark cells are % (best reported setting). 3.8K benchmark results in total.Export CSV