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

About ECI ↗

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.

9 models

2 filters:

#	Model	ECI ↓	AA idx	GPQA◆	SWE-v	FrontierMath	AIME	HLE	Terminal	Context	In $/M	Out $/M	Weights	Released
1	GPT-6 Astra OpenAI· reasoning	166.6	52.7	95.8	—	93.7	100.0	—	—	1.05M	$10.0	$50.0	Closed	3 Sep 2026
2	GPT-6.1 Sol OpenAI· reasoning	—	51.8	—	—	—	—	—	—	1.05M	$2.00	$10.0	?	29 Sep 2026
3	GPT-6 Sol OpenAI· reasoning	—	47.5	—	—	—	—	—	—	1.05M	$2.00	$10.0	?	22 Sep 2026
4	GPT-6 Luna OpenAI· reasoning	—	37.3	—	—	—	—	—	—	1.05M	$0.10	$0.50	?	22 Sep 2026
5	GPT-6.1 Sol Pro OpenAI· reasoning	—	—	—	—	—	—	—	—	1.05M	$2.00	$10.0	?	29 Sep 2026
6	GPT-6 Sol Pro OpenAI· reasoning	—	—	—	—	—	—	—	—	1.05M	$2.00	$10.0	?	22 Sep 2026
7	GPT-6 Luna Pro OpenAI· reasoning	—	—	—	—	—	—	—	—	1.05M	$0.10	$0.50	?	22 Sep 2026
8	GPT-6 Astra Pro OpenAI· reasoning	—	—	—	—	—	—	—	—	1.05M	$10.0	$50.0	?	4 Sep 2026
9	GPT-6 Astra (pro, max) OpenAI	—	—	—	—	—	—	—	—	—	—	—	Closed	3 Sep 2026

Showing 9 of 9. Benchmark cells are % (best reported setting). 3.8K benchmark results in total.Export CSV