Models

Every model, one table

Sort by any column, filter by capability or creator, and open a model for its full benchmark profile. Missing values always sink to the bottom rather than pretending to be zero.

Models indexed

404

With benchmark scores

198

Open weights

184

Model creators

Highlights

Leaders at a glance

The same three rankings that lead the front page, so you can start from the top of a list rather than the middle of a table.

Intelligence

Intelligence Index · higher is better

Qwen3.8 MaxQwen
58.1
Claude Opus 5.5Anthropic
57.6
Claude Sonnet 5.5Anthropic
56.0
Claude Fable 5.1Anthropic
53.4
GPT-6 AstraOpenAI
52.7
Gemini 4 ArgonGoogle
52.6
Muse WonderMeta
52.4
GPT-6.1 SolOpenAI
51.8
Claude Opus 5Anthropic
50.8
Claude Fable 5Anthropic
49.6

Composite of ten reasoning, knowledge, coding and agentic evaluations.

View as table

Model	Index
Qwen3.8 Max (Qwen)	58.1
Claude Opus 5.5 (Anthropic)	57.6
Claude Sonnet 5.5 (Anthropic)	56.0
Claude Fable 5.1 (Anthropic)	53.4
GPT-6 Astra (OpenAI)	52.7
Gemini 4 Argon (Google)	52.6
Muse Wonder (Meta)	52.4
GPT-6.1 Sol (OpenAI)	51.8
Claude Opus 5 (Anthropic)	50.8
Claude Fable 5 (Anthropic)	49.6

Speed

Output tokens per second · higher is better

Apply 3Relace
6,866 t/s
V3 LargeMorph
3,208 t/s
V3 FastMorph
3,005 t/s
gpt-oss-120bOpenAI
641 t/s
gpt-oss-safeguard-20bOpenAI
537 t/s
Llama 3.1 8B InstructMeta
461 t/s
gpt-oss-20bOpenAI
410 t/s
Qwen3.8 27BQwen
409 t/s
Grok 4.20 Multi-AgentxAI
406 t/s
GLM 5.2Z.ai
368 t/s

Median output tokens per second across serving providers.

View as table

Model	Tokens/s
Apply 3 (Relace)	6866
V3 Large (Morph)	3208
V3 Fast (Morph)	3005
gpt-oss-120b (OpenAI)	641
gpt-oss-safeguard-20b (OpenAI)	537
Llama 3.1 8B Instruct (Meta)	461
gpt-oss-20b (OpenAI)	410
Qwen3.8 27B (Qwen)	409
Grok 4.20 Multi-Agent (xAI)	406
GLM 5.2 (Z.ai)	368

Cost per task

Estimated USD per task · lower is better

V4 Flash 0423DeepSeek
$0.02
Ling 3.1 FlashInclusionAI
$0.02
MiMo-V2.6-FlashXiaomi
$0.03
Claude Haiku 5.5Anthropic
$0.04
GPT-6 LunaOpenAI
$0.04
KAT-Coder-Pro V2KwaiPilot
$0.04
GLM 5.3 FlashZ.ai
$0.05
V4 Flash 0731DeepSeek
$0.05
Ring-2.6-1TInclusionAI
$0.05
V4.1 FlashDeepSeek
$0.07

Estimated from list pricing: 50K input tokens plus 80K output tokens for reasoning models (25K for non-reasoning). Limited to models scoring 30+ on the Intelligence Index, so the ranking compares like with like.

View as table

Model	USD
V4 Flash 0423 (DeepSeek)	$0.02
Ling 3.1 Flash (InclusionAI)	$0.02
MiMo-V2.6-Flash (Xiaomi)	$0.03
Claude Haiku 5.5 (Anthropic)	$0.04
GPT-6 Luna (OpenAI)	$0.04
KAT-Coder-Pro V2 (KwaiPilot)	$0.04
GLM 5.3 Flash (Z.ai)	$0.05
V4 Flash 0731 (DeepSeek)	$0.05
Ring-2.6-1T (InclusionAI)	$0.05
V4.1 Flash (DeepSeek)	$0.07

Trade-off

What the index costs

Every benchmarked model with a published price, plotted against what it charges.

Intelligence vs price

Blended USD per 1M tokens on a log scale · up and to the right is a better deal

Proprietary
Open weights

Price axis is inverted so cheaper sits right. Labelled points are the Pareto frontier — nothing in the index is both smarter and cheaper. Only models with both a published price and an Intelligence Index score appear.

View as table

Model	Intelligence	Blended / 1M
Qwen3.8 Max (Qwen)	58.1	$3
Claude Opus 5.5 (Anthropic)	57.6	$8
Claude Sonnet 5.5 (Anthropic)	56.0	$4
Claude Fable 5.1 (Anthropic)	53.4	$20
GPT-6 Astra (OpenAI)	52.7	$20
Gemini 4 Argon (Google)	52.6	$4
Muse Wonder (Meta)	52.4	$8
GPT-6.1 Sol (OpenAI)	51.8	$4
Claude Opus 5 (Anthropic)	50.8	$10
Claude Fable 5 (Anthropic)	49.6	$20
Muse Spark 1.3 (Meta)	48.1	$2
GPT-6 Sol (OpenAI)	47.6	$4
GPT-5.6 Sol (OpenAI)	47.0	$8
Grok 4.7 (xAI)	46.4	$3
MiMo-V2.6-Pro (Xiaomi)	46.3	$0.544
Qwen3.8 Max (0902) (Qwen)	45.4	$3
GLM 5.3 (Z.ai)	44.8	$1.22
Grok 4.6 (xAI)	44.3	$3
Step 5 Preview (StepFun)	43.7	$1.43
Kimi K3 (Moonshot AI)	43.6	$4.09
Claude Haiku 5.5 (Anthropic)	43.4	$0.2
GPT-5.6 Terra (OpenAI)	42.1	$4.5
GLM 5.3 Flash (Z.ai)	41.8	$0.237
Claude Opus 4.8 (Anthropic)	41.8	$10
Nex-N2-Pro (Nex AGI)	41.7	$0.438

Full index

All 404 models

Batch-pricing endpoints are folded out of this list so a single model cannot occupy two rows.

404 of 404 models


Qwen3.8 Max Qwen	58.1	71.8	58.4	38 t/s	2.9s	$3	$0.58	1M
Claude Opus 5.5 Anthropic	57.6	—	—	174 t/s	2.28s	$8	$1.80	1M
Claude Sonnet 5.5 Anthropic	56.0	—	—	118 t/s	902ms	$4	$0.90	1M
Claude Fable 5.1 Anthropic	53.4	81.6	57.9	70 t/s	3.33s	$20	$4.50	1M
GPT-6 Astra OpenAI	52.7	76.9	51.0	150 t/s	2.08s	$20	$4.50	1.05M
Gemini 4 Argon Google	52.6	—	—	76 t/s	1.58s	$4	$0.90	1.05M
Muse Wonder Meta	52.4	—	—	74 t/s	2.79s	$8	$1.80	1.05M
GPT-6.1 Sol OpenAI	51.8	—	—	133 t/s	1.77s	$4	$0.90	1.05M
Claude Opus 5 Anthropic	50.8	78.0	56.5	98 t/s	1.39s	$10	$2.25	1M
Claude Fable 5 Anthropic	49.6	76.5	50.7	63 t/s	1.24s	$20	$4.50	1M
Muse Spark 1.3 Meta	48.1	75.8	55.5	65 t/s	3.81s	$2	$0.40	1.05M
GPT-6 Sol OpenAI	47.6	—	—	77 t/s	1.89s	$4	$0.90	1.05M
GPT-5.6 Sol OpenAI	47.0	77.4	50.2	121 t/s	1.01s	$8	$1.80	1.05M
Grok 4.7 xAI	46.4	—	—	71 t/s	2.33s	$3	$0.58	500K
MiMo-V2.6-Pro Xiaomiopen	46.3	—	—	39 t/s	805ms	$0.544	$0.09	1.05M
Qwen3.8 Max (0902) Qwen	45.4	76.2	56.0	33 t/s	2.27s	$3	$0.58	1M
GLM 5.3 Z.aiopen	44.8	74.8	53.1	138 t/s	714ms	$1.22	$0.39	1.05M
Grok 4.6 xAI	44.3	76.8	53.0	102 t/s	2.21s	$3	$0.58	500K
Step 5 Preview StepFunopen	43.7	—	—	49 t/s	2.57s	$1.43	$0.27	1.05M
Kimi K3 Moonshot AIopen	43.6	76.2	50.0	114 t/s	526ms	$4.09	$1.22	1.05M
Claude Haiku 5.5 Anthropic	43.4	—	—	182 t/s	397ms	$0.2	$0.04	1M
GPT-5.6 Terra OpenAI	42.1	76.7	43.2	102 t/s	957ms	$4.5	$1.06	1.05M
GLM 5.3 Flash Z.aiopen	41.8	71.5	50.9	141 t/s	320ms	$0.237	$0.05	1.05M
Claude Opus 4.8 Anthropic	41.8	74.3	41.9	181 t/s	518ms	$10	$2.25	1M
Nex-N2-Pro Nex AGIopen	41.7	59.1	—	86 t/s	1.17s	$0.438	$0.09	262K
Ling 3.1 Flash InclusionAI	41.1	—	—	62 t/s	1.04s	$0.112	$0.02	262K
Qwen3.6 Max Preview Qwen	41.1	—	—	47 t/s	1.33s	$2.31	$0.54	262K
Gemini 3.8 Flash Google	40.9	76.3	40.2	104 t/s	1.81s	$1.5	$0.34	1.05M
Claude Opus 4.7 Anthropic	40.7	73.6	38.6	75 t/s	630ms	$10	$2.25	1M
Qwen3.8 2.4T A95B Qwenopen	39.9	71.9	50.1	114 t/s	799ms	$3	$0.58	1.05M
Muse Spark 1.2 Meta	39.6	72.2	43.2	112 t/s	3.7s	$2	$0.40	1.05M
V4.1 Flash DeepSeekopen	39.5	—	—	296 t/s	306ms	$0.233	$0.07	1.05M
Gemini 3.7 Flash Google	39.1	76.1	35.2	86 t/s	1.82s	$1.5	$0.34	1.05M
GPT-5.4 OpenAI	39.0	71.1	—	113 t/s	841ms	$5.63	$1.32	1.05M
Grok 4.5 xAI	38.8	72.4	41.2	56 t/s	1.83s	$3	$0.58	500K
GPT-5.5 OpenAI	38.4	74.9	36.4	94 t/s	1.42s	$11.25	$2.65	1.05M
Claude Sonnet 5 Anthropic	38.2	71.5	43.6	86 t/s	1.06s	$4	$0.90	1M
GPT-6 Luna OpenAI	38.1	—	—	98 t/s	1.07s	$0.2	$0.04	1.05M
MiMo-V2.6-Flash Xiaomiopen	37.9	—	—	82 t/s	1.25s	$0.175	$0.03	1.05M
GPT-5.6 Luna OpenAI	37.3	71.4	42.1	149 t/s	520ms	$0.45	$0.11	1.05M