Model intelligence

678 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.

678 models

1 filter:

#	Model	ECI ↓	AA idx	GPQA◆	SWE-v	FrontierMath	AIME	HLE	Terminal	Context	In $/M	Out $/M	Weights	Released
201	Ministral 3B Mistral AI	118.1	—	25.3	—	—	—	—	—	—	—	—	Closed	16 Oct 2024
202	Yi-34B 01.AI	117.3	—	14.7	—	—	—	—	—	—	—	—	Open source	2 Nov 2023
203	phi-3-mini 3.8B Microsoft	117.2	—	—	—	—	—	—	—	—	—	—	Open source	23 Apr 2024
204	Gemini 1.0 Pro Google	117.0	—	34.0	—	—	1.1	—	—	—	—	—	Closed	13 Dec 2023
205	Stable Beluga 2 Stability AI	117.0	—	—	—	—	—	—	—	—	—	—	Open source	20 Jul 2023
206	Llama 3.1-8B Meta	116.5	—	27.0	—	—	1.7	—	—	—	—	—	Open source	23 Jul 2024
207	Llama 3-8B Meta	116.3	—	26.1	—	—	1.9	—	—	—	—	—	Open source	18 Apr 2024
208	Qwen2.5-Coder-14B	116.3	—	—	—	—	—	—	—	—	—	—	Closed	18 Sep 2024
209	Gemma 3 4B Google	116.0	—	23.2	—	—	7.5	—	—	131K	$0.050	$0.10	Open source	12 Mar 2025
210	GPT-3.5 Turbo (Jan 2024) OpenAI	115.6	—	27.2	—	0.0	2.2	—	—	—	—	—	Closed	25 Jan 2024
211	PaLM 2-L	114.8	—	—	—	—	—	—	—	—	—	—	Closed	17 May 2023
212	Llama 2-70B Meta	113.6	—	26.3	—	—	0.0	—	—	—	—	—	Open source	18 Jul 2023
213	GPT-3.5 Turbo (Jun 2023) OpenAI	113.1	—	—	—	—	—	—	—	—	—	—	Closed	13 Jun 2023
214	Qwen2.5-Coder (7B) Alibaba (Qwen)	112.9	—	—	—	—	—	—	—	—	—	—	Open source	18 Sep 2024
215	Qwen-14B Alibaba (Qwen)	112.8	—	—	—	—	—	—	—	—	—	—	Open source	24 Sep 2023
216	Mistral 7B v0.1 Mistral AI	112.0	—	—	—	—	—	—	—	—	—	—	Open source	27 Sep 2023
217	Falcon-180B Technology Innovation Institute	111.9	—	—	—	—	—	—	—	—	—	—	Open source	6 Sep 2023
218	internlm-20b	111.8	—	—	—	—	—	—	—	—	—	—	Closed	18 Sep 2023
219	Gemma 7B Google	111.7	—	—	—	—	—	—	—	—	—	—	Open source	21 Feb 2024
220	DeepSeek LLM 67B DeepSeek	110.5	—	24.6	—	—	0.8	—	—	—	—	—	Open source	29 Nov 2023
221	LLaMA-65B Meta	109.9	—	—	—	—	—	—	—	—	—	—	Open source	24 Feb 2023
222	Falcon 2 11B Technology Innovation Institute	109.3	—	—	—	—	—	—	—	—	—	—	Open source	9 May 2024
223	Mistral 7B v0.3 Mistral AI	108.7	—	15.2	—	—	0.3	—	—	—	—	—	Open source	27 May 2024
224	DeepSeek-Coder-V2-Lite-Base	108.6	—	—	—	—	—	—	—	—	—	—	Closed	13 Jun 2024
225	PaLM 2-M	108.0	—	—	—	—	—	—	—	—	—	—	Closed	17 May 2023
226	Phi-2 Microsoft	107.6	—	—	—	—	—	—	—	—	—	—	Open source	12 Dec 2023
227	Qwen2.5-Coder-3B	107.4	—	—	—	—	—	—	—	—	—	—	Closed	18 Sep 2024
228	Nemotron-4 15B NVIDIA	107.4	—	—	—	—	—	—	—	—	—	—	Closed	26 Feb 2024
229	Yi-9B	107.3	—	—	—	—	—	—	—	—	—	—	Closed	1 Mar 2024
230	LLaMA-33B Meta	107.1	—	—	—	—	—	—	—	—	—	—	Open source	24 Feb 2023
231	Qwen-7B Alibaba (Qwen)	106.5	—	—	—	—	—	—	—	—	—	—	Open source	28 Sep 2023
232	Llama 2-13B Meta	105.8	—	—	—	—	—	—	—	—	—	—	Open source	18 Jul 2023
233	PaLM 2-S	105.8	—	—	—	—	—	—	—	—	—	—	Closed	17 May 2023
234	Llama 2-34B Meta	104.8	—	—	—	—	—	—	—	—	—	—	Closed	18 Jul 2023
235	StarCoder 2 15B Hugging Face	104.6	—	—	—	—	—	—	—	—	—	—	Open source	20 Feb 2024
236	Yi 6B 01.AI	104.4	—	—	—	—	—	—	—	—	—	—	Open source	22 Nov 2023
237	Falcon-40B Technology Innovation Institute	104.0	—	—	—	—	—	—	—	—	—	—	Open source	25 May 2023
238	Baichuan2-13B Baichuan	102.8	—	—	—	—	—	—	—	—	—	—	Open source	6 Sep 2023
239	Qwen2.5-Coder (1.5B) Alibaba (Qwen)	102.6	—	—	—	—	—	—	—	—	—	—	Open source	18 Sep 2024
240	internlm-7b	102.4	—	—	—	—	—	—	—	—	—	—	Closed	5 Jul 2023
241	Llama 3.2 1B Meta	102.0	—	23.9	—	—	0.6	—	—	—	—	—	Open source	24 Sep 2024
242	INTELLECT-1 Prime Intellect,Hugging Face,Arcee AI	100.4	—	—	—	—	—	—	—	—	—	—	Closed	29 Nov 2024
243	MPT-30B MosaicML	100.2	—	—	—	—	—	—	—	—	—	—	Open source	22 Jun 2023
244	LLaMA-13B Meta	100.1	—	—	—	—	—	—	—	—	—	—	Open source	24 Feb 2023
245	Llama 2-7B Meta	98.5	—	—	—	—	—	—	—	—	—	—	Open source	18 Jul 2023
246	chatglm2-6b	98.4	—	—	—	—	—	—	—	—	—	—	Closed	24 Jun 2023
247	LLaMA-7B Meta	96.1	—	—	—	—	—	—	—	—	—	—	Open source	24 Feb 2023
248	Baichuan 2-7B Baichuan	95.8	—	—	—	—	—	—	—	—	—	—	Open source	20 Sep 2023
249	DeepSeek Coder 33B DeepSeek	95.7	—	—	—	—	—	—	—	—	—	—	Open source	2 Nov 2023
250	Falcon-7B Technology Innovation Institute	94.5	—	—	—	—	—	—	—	—	—	—	Open source	24 Apr 2023
251	CodeQwen1.5-7B	94.2	—	—	—	—	—	—	—	—	—	—	Closed	15 Apr 2024
252	vicuna-13b-v1.1	94.0	—	—	—	—	—	—	—	—	—	—	Closed	12 Apr 2023
253	MPT-7B MosaicML	94.0	—	—	—	—	—	—	—	—	—	—	Open source	5 May 2023
254	Gemma 2B Google	93.6	—	—	—	—	—	—	—	—	—	—	Open source	21 Feb 2024
255	StarCoder 2 7B Hugging Face	92.9	—	—	—	—	—	—	—	—	—	—	Open source	20 Feb 2024
256	XGen-7B Salesforce	92.8	—	—	—	—	—	—	—	—	—	—	Open source	27 Jun 2023
257	Qwen-1_8B	92.3	—	—	—	—	—	—	—	—	—	—	Closed	30 Nov 2023
258	open_llama_7b	91.0	—	—	—	—	—	—	—	—	—	—	Closed	7 Jun 2023
259	Phi-1.5 Microsoft	90.8	—	—	—	—	—	—	—	—	—	—	Open source	11 Sep 2023
260	Baichuan1-7B Baichuan	89.8	—	—	—	—	—	—	—	—	—	—	Open source	1 Jun 2023
261	RedPajama-INCITE-7B-Base	89.7	—	—	—	—	—	—	—	—	—	—	Closed	4 May 2023
262	Dolly 2.0-12b Databricks	88.9	—	—	—	—	—	—	—	—	—	—	Open source	11 Apr 2023
263	DeepSeek Coder 6.7B DeepSeek	88.9	—	—	—	—	—	—	—	—	—	—	Open source	2 Nov 2023
264	StarCoder 2 3B Hugging Face	88.0	—	—	—	—	—	—	—	—	—	—	Open source	22 Feb 2024
265	Qwen2.5-Coder-0.5B	87.4	—	—	—	—	—	—	—	—	—	—	Closed	18 Sep 2024
266	Cerebras-GPT-13B Cerebras	82.4	—	—	—	—	—	—	—	—	—	—	Open source	20 Mar 2023
267	DeepSeek Coder 1.3B DeepSeek	62.2	—	—	—	—	—	—	—	—	—	—	Open source	2 Nov 2023
268	stablelm-tuned-alpha-7b	54.3	—	—	—	—	—	—	—	—	—	—	Closed	19 Apr 2023
269	Claude Opus 5.5 Anthropic· reasoning	—	57.6	90.6	—	91.2	100.0	—	—	1M	$4.00	$20.0	?	22 Sep 2026
270	Claude Sonnet 5.5 Anthropic· reasoning	—	56.0	95.6	—	88.8	100.0	—	—	1M	$2.00	$10.0	?	28 Sep 2026
271	GPT-6.1 Sol OpenAI· reasoning	—	51.8	—	—	—	—	—	—	1.05M	$2.00	$10.0	?	29 Sep 2026
272	GPT-6 Sol OpenAI· reasoning	—	47.5	—	—	—	—	—	—	1.05M	$2.00	$10.0	?	22 Sep 2026
273	Grok 4.7 xAI· reasoning	—	46.4	—	—	—	—	—	—	500K	$2.00	$6.00	?	21 Sep 2026
274	MiMo-V2.6-Pro Xiaomi· reasoning	—	46.3	—	—	—	—	—	—	1.05M	$0.43	$0.87	Open source	21 Sep 2026
275	Qwen3.8 2.4T A95B Alibaba (Qwen)· reasoning	—	39.9	—	—	—	—	—	—	1.05M	$2.00	$6.00	Open source	12 Aug 2026
276	MiMo-V2.6-Flash Xiaomi· reasoning	—	37.9	—	—	—	—	—	—	1.05M	$0.14	$0.28	Open source	21 Sep 2026
277	GPT-6 Luna OpenAI· reasoning	—	37.3	—	—	—	—	—	—	1.05M	$0.10	$0.50	?	22 Sep 2026
278	Qwen3.8 27B Alibaba (Qwen)· reasoning	—	33.7	—	—	—	—	—	—	1M	$0.42	$3.00	Open source	14 Aug 2026
279	Gemini 3.1 Pro Preview Google· reasoning	—	29.7	94.4	75.6	59.6	95.6	46.4	80.2	1.05M	$2.00	$12.0	?	19 Feb 2026
280	MiMo-V2.5-Pro Xiaomi· reasoning	—	26.0	—	—	—	—	—	—	1.05M	$0.43	$0.87	Open source	22 Apr 2026
281	Hy3 preview Tencent· reasoning	—	25.3	—	—	—	—	—	—	262K	$0.18	$0.60	Open source	22 Apr 2026
282	Grok 4.3 xAI· reasoning	—	24.9	—	—	—	—	—	—	1M	$1.25	$2.50	?	30 Apr 2026
283	Ling 3.0 Flash VL inclusionAI (Ant Group)· reasoning	—	24.6	—	—	—	—	—	—	262K	$0.021	$0.062	Open source	10 Sep 2026
284	Ling 3.0 Flash Fin inclusionAI (Ant Group)· reasoning	—	22.6	—	—	—	—	—	—	262K	$0.060	$0.18	?	27 Aug 2026
285	Ling 3.0 Flash inclusionAI (Ant Group)· reasoning	—	20.1	—	—	—	—	—	—	262K	$0.021	$0.063	Open source	23 Jul 2026
286	LongCat 2.0 Meituan· reasoning	—	19.1	—	—	—	—	—	—	1.05M	$0.30	$1.20	Open source	20 Jul 2026
287	Qwen3.6 35B A3B Alibaba (Qwen)· reasoning	—	18.2	84.8	—	20.4	86.7	—	23.0	262K	$0.15	$1.00	Open source	27 Apr 2026
288	Gemini 2.5 Pro Google· reasoning	—	16.1	—	—	—	—	—	—	1.05M	$1.25	$10.0	?	17 Jun 2025
289	Gemini 3.1 Flash Lite Preview Google· reasoning	—	15.6	—	—	—	—	—	—	1.05M	$0.25	$1.50	?	3 Mar 2026
290	Qwen3.5-122B-A10B Alibaba (Qwen)· reasoning	—	15.6	—	—	—	—	—	—	262K	$0.26	$2.08	Open source	25 Feb 2026
291	DeepSeek V3.1 Terminus DeepSeek· reasoning	—	14.8	—	—	—	—	—	—	164K	$0.30	$1.00	Open source	22 Sep 2025
292	Command A Cohere	—	13.1	—	—	—	—	—	—	256K	$2.50	$10.0	Open source	13 Mar 2025
293	Nemotron 3.5 Lightning NVIDIA· reasoning	—	12.9	—	—	—	—	—	—	262K	$0.060	$0.16	Open source	11 Aug 2026
294	Nemotron 3 Super NVIDIA· reasoning	—	12.8	—	—	—	—	—	—	262K	$0.080	$0.45	Open source	11 Mar 2026
295	Qwen3 235B A22B Thinking 2507 Alibaba (Qwen)· reasoning	—	12.7	—	—	—	—	—	—	131K	$0.23	$2.30	Open source	25 Jul 2025
296	Mercury 2.5 Inception Labs· reasoning	—	12.3	—	—	—	—	—	—	260K	$0.040	$0.15	?	8 Sep 2026
297	Mistral Small 4 Mistral AI· reasoning	—	11.3	—	—	—	—	—	—	262K	$0.15	$0.60	Open source	16 Mar 2026
298	Granite 4.2 8B IBM· reasoning	—	11.1	—	—	—	—	—	—	131K	$0.060	$0.25	Open source	31 Aug 2026
299	o3 Mini High OpenAI· reasoning	—	11.0	—	—	—	—	—	—	200K	$1.10	$4.40	?	12 Feb 2025
300	Trinity Large Thinking Arcee AI· reasoning	—	10.8	—	—	—	—	—	—	262K	$0.25	$0.80	Open source	1 Apr 2026

Showing 100 of 678. Benchmark cells are % (best reported setting). 3.8K benchmark results in total.← Prev Next →Export CSV