Leaderboard

Every model worth knowing, on one table.

Ranked on independent benchmarks first and vendor claims second, next to what each model costs and how fast it answers. Click any model for its full record and sources.

Models tracked: 239
Sourced scores: 1,900
Open weights: 109
Released since July: 59

The table

Sort by what your work needs.

The default ranking uses the Artificial Analysis Intelligence Index, which runs the same set of evaluations on every model with the same harness. Coding teams should sort by SWE-bench Pro or Terminal-Bench. Agent builders should sort by τ²-Bench.

What each benchmark measures →

Showing 171 of 171 language models. v marks a vendor-reported score; everything else is an independent run.

Language model leaderboard, sortable by column
#
1	Claude Opus 5.5Anthropicnew	57.6	90^{v (vendor-reported)}	60	61	—	—	88	—	$4.00 / $20.00	81	1M	2026-09
2	Claude Fable 5.1Anthropicnew	53.4	81^{v (vendor-reported)}	58	59	94	—	—	1499	$10.00 / $50.00	58	1M	2026-09
3	GPT-6 AstraOpenAInew	52.7	—	59	55	96	—	87	1480	$10.00 / $50.00	58	1.1M	2026-09
4	Claude Opus 5Anthropic	50.8	79^{v (vendor-reported)}	54	55	93	—	85	1493	$5.00 / $25.00	58	1M	2026-07
5	Claude Fable 5Anthropic	49.6	80^{v (vendor-reported)}	45	56	93	99	—	1506	$10.00 / $50.00	70	1M	2026-06
6	Muse Spark 1.3Metanew	48.1	—	33	49	94	—	—	1493	$1.25 / $4.25	227	1M	2026-09
7	GPT-6 SolOpenAInew	47.5	—	44	48	—	—	83	—	$2.00 / $10.00	87	1.1M	2026-09
8	GPT-5.6 SolOpenAI	47	—	40	50	94	85	83	1483	$4.00 / $20.00	79	1.1M	2026-07
9	Grok 4.7xAInew	46.4	—	26	43	—	—	—	—	$2.00 / $6.00	48	500K	2026-09
10	MiMo-V2.6-ProXiaomiopennew	46.3	—	35	49	—	—	—	—	$0.44 / $0.87	43	1M	2026-09
11	Qwen3.8-MaxAlibabanew	45	68^{v (vendor-reported)}	39	43	93	—	83	1481	$2.00 / $6.00	40	1M	2026-08
12	GLM-5.3Z.aiopennew	45	—	42	42	92	—	—	1483	$1.40 / $4.40	69	1M	2026-08
13	Grok 4.6xAInew	44.3	—	21	43	95	—	—	1456	$2.00 / $6.00	66	500K	2026-08
14	Kimi K3Moonshot AIopen	44	—	13	47	94	—	81	1485	$3.00 / $15.00	35	1M	2026-07
15	Step 5 PreviewStepFunnew	43.7	—	33	47	—	—	76	—	$1.00 / $2.70	77	1M	2026-09
16	GPT-5.6 TerraOpenAI	42.1	—	35	43	93	86	81	1466	$2.00 / $12.00	92	1.1M	2026-07
17	GLM-5.3-FlashZ.aiopennew	42	—	33	40	91	—	—	1475	$0.15 / $0.50	44	1M	2026-08
18	Claude Opus 4.8Anthropic	41.8	—	24	49	92	94	—	1481	$5.00 / $25.00	56	1M	2026-05
19	Gemini 3.8 FlashGooglenew	40.9	—	20	48	95	—	86	1493	$0.75 / $3.75	330	1M	2026-09
20	Qwen3.8-2.4T-A95BAlibabaopennew	40	—	11	42	94	—	—	—	$2.00 / $6.00	40	262K	2026-08
21	Qwen3.8-Flash-NextAlibabaopennew	40	63^{v (vendor-reported)}	25	38	92	—	80	—	self-host	54	262K	2026-08
22	Muse Spark 1.2Metanew	39.6	—	7.1	46	90	—	—	1500	$1.25 / $4.25	236	1M	2026-08
23	Gemini 3.7 FlashGooglenew	39.1	—	14	48	95	—	86	1490	$0.75 / $3.75	339	1M	2026-08
24	DeepSeek V4.1 FlashDeepSeekopennew	39	—	27	39	91^{v (vendor-reported)}	—	77	—	$0.30 / $1.20	235	1M	2026-09
25	Grok 4.5xAI	38.8	—	11	43	93	—	80	1468	$2.00 / $6.00	62	500K	2026-07
26	Claude Sonnet 5Anthropic	38.2	63^{v (vendor-reported)}	14	41	91	—	77	1461	$2.00 / $10.00	70	1M	2026-06
27	GPT-6 LunaOpenAInew	37.3	—	13	39	—	—	76	—	$0.10 / $0.50	146	1.1M	2026-09
28	GPT-5.6 LunaOpenAI	37.3	—	12	40	91	—	79	1452	$0.20 / $1.20	126	1.1M	2026-07
29	DeepSeek V4 Pro (0813)DeepSeekopennew	36	—	14	41	93	—	—	1463	$1.32 / $3.96	89	1M	2026-08
30	DeepSeek V4 Flash Vision ExpDeepSeekopennew	35	—	12	35	91	—	75	—	self-host	—	1M	2026-08
31	Gemini 3.6 FlashGoogle	34	—	7.1	41	93	—	83	1480	$0.75 / $3.75	212	1M	2026-07
32	DeepSeek V4 Flash 0731DeepSeekopennew	34	—	12	39	91	—	—	1436	self-host	—	1M	2026-07
33	Qwen3.8-27BAlibabaopennew	34	62^{v (vendor-reported)}	5.6	34	91	—	76	1437	$0.50 / $3.00	44	262K	2026-08
34	GLM-5.2Z.aiopen	34	62^{v (vendor-reported)}	1	41	90	99	—	1472	$1.40 / $4.40	77	1M	2026-06
35	Muse Spark 1.1Meta	33.7	—	6.1	46	90	—	—	1493	$1.25 / $4.25	—	1M	2026-07
36	Gemini 3.5 FlashGoogle	32.6	—	6.6	43	92	95	84	1478	$1.50 / $9.00	238	1M	2026-05
37	GPT-5.3 CodexOpenAI	32.5	—	—	43	92	86	79	—	$1.75 / $14.00	120	400K	2026-02
38	K2 Horizon 375B A23BMBZUAIopennew	30.5	43^{v (vendor-reported)}	1.5	32	87	—	—	—	self-host	—	524K	2026-09
39	Gemini 3.1 Pro PreviewGoogle	29.7	54^{v (vendor-reported)}	4	47	94	96	82	1487	$2.00 / $12.00	122	1M	2026-02
40	Qwen3.7-MaxAlibaba	29	61^{v (vendor-reported)}	1.5	41	92	95	—	—	$2.50 / $7.50	208	1M	2026-05
41	MiniMax-M3MiniMaxopen	29	59^{v (vendor-reported)}	2	39	93	89	79	1441	$0.30 / $1.20	179	1M	2026-06
42	GLM-5Z.aiopen	28	—	—	29	82	98	—	1458	$1.00 / $3.20	74	200K	2026-02
43	Inkling-SmallThinking Machines Labopennew	27.8	56^{v (vendor-reported)}	1	33	90	—	74	—	$0.30 / $1.20	202	1M	2026-07
44	JT-4.1 Flash 236B A21BChina Mobile	27.3	—	—	18	85	—	64	—	—	—	256K	2026-07
45	Grok Build 0.1xAI	27.2	—	—	38	90	—	77	—	$1.00 / $2.00	48	256K	2026-06
46	Kimi K2.6Moonshot AIopen	27	—	0.5	38	91	96	79	1460	$0.95 / $4.00	52	262K	2026-04
47	Quasar 438BMultiverse Computingnew	26.7	—	1	19	73	—	—	—	$0.60 / $1.80	170	1M	2026-08
48	AApodex 1.1Apodexnew	26.4	—	0	34	86	—	79	—	$0.30 / $3.00	—	256K	2026-08
49	Kimi K2.7 CodeMoonshot AIopen	26	—	1	35	90	90	—	—	$0.95 / $4.00	64	262K	2026-06
50	MiMo-V2.5-ProXiaomiopen	26	—	0	36	87	94	—	1467	$0.44 / $0.87	47	1M	2026-04
51	Tencent Hy3Tencentopen	25.3	58^{v (vendor-reported)}	0.5	34	90	—	—	1456	$0.08 / $0.33	86	256K	2026-07
52	K2 Horizon MoVA 36B A4BMBZUAIopennew	25.3	—	0	23	82	—	—	—	self-host	—	524K	2026-09
53	MiMo-V2.5Xiaomiopen	25.2	—	0	27	85	91	75	1434	$0.14 / $0.28	50	1M	2026-04
54	Qwen3.7-PlusAlibaba	25	58^{v (vendor-reported)}	1	36	90	93	81	1456	$0.40 / $1.60	70	1M	2026-06
55	InklingThinking Machines Labopen	25	54^{v (vendor-reported)}	1	32	87	—	74	—	$1.00 / $4.05	167	1M	2026-07
56	Grok 4.3xAI	24.9	—	0	37	90	98	78	1443	$1.25 / $2.50	127	1M	2026-04
57	Ling 3.0 FlashAnt Groupopennew	24.9	—	0	24	86	—	—	—	self-host	358	262K	2026-08
58	Ling-3.0-flash-VLAnt Groupopennew	24.6	—	0	22	86	—	79	—	self-host	146	262K	2026-09
59	GPT-5.4 miniOpenAI	24.1	—	2	28	88	83	73	1448	$0.75 / $4.50	175	400K	2026-03
60	MiniMax-M2.7MiniMaxopen	23	—	0	30	87	85	—	1415	$0.30 / $1.20	61	205K	2026-03
61	Nemotron 3 Ultra 550B A55BNVIDIAopen	22.9	—	0.5	28	87	83	—	—	$0.60 / $2.50	140	1M	2026-06
62	Gemini 3.5 Flash-LiteGoogle	22.2	—	1	19	84	—	79	1456	$0.30 / $2.50	350	1M	2026-07
63	KAT-Coder-Pro V2Kuaishou	21.7	—	—	16	86	90	—	—	—	—	256K	2026-03
64	Qwen3.6-27BAlibabaopen	21	54^{v (vendor-reported)}	0	23	84	94	75	—	$0.60 / $3.60	59	262K	2026-04
65	GPT-5.4 nanoOpenAI	20.7	—	0.5	28	82	76	65	1402	$0.20 / $1.25	170	400K	2026-03
66	Step 3.7 FlashStepFunopen	19.5	56^{v (vendor-reported)}	—	21	81	99	75	—	$0.20 / $1.15	197	262K	2026-05
67	LongCat-2.0Meituanopen	19.1	60^{v (vendor-reported)}	0	34	78	—	—	—	$0.75 / $2.95	—	1M	2026-06
68	Gemma 4 31BGoogleopen	19	—	0	24	86	60	73	1451	self-host	35	256K	2026-03
69	Qwen3.6-35B-A3BAlibabaopen	18	—	0	22	84	95	75	—	$0.38 / $2.25	128	262K	2026-04
70	Muse GlimmerMetaopennew	17.5	51^{v (vendor-reported)}	0.5	22	84	—	74	1427	self-host	106	131K	2026-08
71	Claude Haiku 4.5Anthropic	16.9	39	0	10	67	55	59	1415	$1.00 / $5.00	82	200K	2025-10
72	Doubao Seed CodeByteDance	16.9	—	—	14	76	58	68	—	—	—	256K	2025-11
73	Gemma 4 26B A4BGoogleopen	16.7	—	—	19	79	44	69	1438	self-host	—	256K	2026-03
74	Ring-2.6-1TAnt Groupopen	16.6	—	0.5	22	86	92	—	—	self-host	122	262K	2026-05
75	Granite 4.2 30BIBMopennew	14.8	33^{v (vendor-reported)}	—	11	64	—	—	—	$0.16 / $0.65	73	131K	2026-08
76	ERNIE 5.0 Thinking PreviewBaidu	14.3	—	—	13	78	84	65	—	—	—	128K	2025-11
77	Gemma 4 12BGoogleopen	14.2	—	—	16	75	36	70	—	self-host	115	256K	2026-06
78	Mistral Medium 3.5Mistralopen	14.2	—	0	14	75	94	65	—	$1.50 / $7.50	147	256K	2026-04
79	Amazon Nova 2 Pro (Preview)Amazon	14.2	—	—	9.4	79	93	65	—	$1.25 / $10.00	115	256K	2025-11
80	Amazon Nova 2 Omni (Preview)Amazon	13.6	—	—	7	76	80	62	—	$0.30 / $2.50	—	1M	2025-11
81	Amazon Nova 2 LiteAmazon	13.4	—	—	12	81	73	64	—	$0.30 / $2.50	173	1M	2025-10
82	Apriel v1.6 15B ThinkerServiceNowopen	13.4	—	—	11	73	69	—	—	self-host	—	128K	2025-11
83	Command A+Cohereopen	13.1	—	0.5	12	76	81	63	—	self-host	176	128K	2026-05
84	Nemotron 3.5 Lightning 30B A3BNVIDIAopennew	12.9	—	0.5	11	74	—	—	—	$0.07 / $0.22	264	1M	2026-08
85	Nemotron 3 Super 120B A12BNVIDIAopen	12.8	—	0	21	80	68	—	—	$0.30 / $0.90	169	1M	2026-03
86	Mercury 2.5Inceptionnew	12.3	—	0	12	—	—	—	—	$0.25 / $0.75	781	260K	2026-09
87	Seed-OSS-36B-InstructByteDanceopen	12.1	—	—	9.9	73	49	—	—	self-host	41	512K	2025-08
88	Nemotron Cascade 2 30B A3BNVIDIAopen	11.7	—	—	12	76	53	—	—	self-host	—	1M	2026-03
89	gpt-oss-120bOpenAIopen	11.6	—	0	20	78	66	—	1352	self-host	184	131K	2025-08
90	Mistral Small 4Mistralopen	11.3	—	0	9.9	77	41	57	—	$0.15 / $0.60	167	256K	2026-03
91	Granite 4.2 8BIBMopennew	11.1	19^{v (vendor-reported)}	0	9.7	63	—	—	—	$0.06 / $0.25	79	131K	2026-08
92	Trinity Large ThinkingArcee AIopen	10.8	—	0.5	16	75	90	—	—	$0.25 / $0.80	328	512K	2026-04
93	INTELLECT-3Prime Intellectopen	10.6	—	—	13	76	27	—	—	self-host	—	131K	2025-11
94	Nemotron 3 Nano Omni 30B A3B ReasoningNVIDIAopen	10.3	—	—	4.8	47	45	53	—	$0.20 / $1.10	267	256K	2026-04
95	Llama 4 MaverickMetaopen	10	—	0	4.9	67	18	62	1327	self-host	115	1M	2025-04
96	North Mini Code 1.0Cohereopen	9.9	—	0.5	11	76	37	—	—	self-host	90	256K	2026-06
97	DiffusionGemma 26B A4BGoogleopen	9.5	—	—	11	67	—	67	—	self-host	—	256K	2026-06
98	Mistral Large 3Mistralopen	9.3	—	0	4.2	68	25	56	—	$0.50 / $1.50	77	256K	2025-12
99	Granite 4.2 3BIBMopennew	9.1	—	0	6.6	56	—	—	—	$0.03 / $0.12	217	131K	2026-08
100	gpt-oss-20bOpenAIopen	9	—	0	11	69	60	—	1317	self-host	160	131K	2025-08
101	Gemma 4 E4BGoogleopen	8.9	—	—	3.8	58	21	51	—	self-host	50	128K	2026-03
102	Nemotron 3 Nano 30B A3BNVIDIAopen	8.9	—	0	11	76	41	—	—	$0.05 / $0.20	195	1M	2025-12
103	Sarvam 105BSarvam AIopen	8.8	—	—	11	74	47	—	—	self-host	—	128K	2026-03
104	LFM2.5-2.6BLiquid AIopennew	8.4	—	—	6.2	56	—	—	—	self-host	—	128K	2026-08
105	Llama 4 ScoutMetaopen	8.1	—	0	3.8	59	16	53	1321	self-host	100	10M	2025-04
106	Hermes 4 70BNous Researchopen	7.9	—	—	8.8	70	23	—	—	self-host	—	128K	2025-08
107	Gemma 4 E2BGoogleopen	7.8	—	—	4.8	43	21	45	—	self-host	—	128K	2026-03
108	Falcon-H1R-7BTIIopen	7.8	—	—	11	66	28	—	—	self-host	—	256K	2026-01
109	Step3 VL 10BStepFunopen	7.7	—	—	11	69	16	64	—	self-host	—	66K	2026-01
110	ERNIE 4.5 300B A47BBaiduopen	7.5	—	—	3.3	81	0	—	—	self-host	—	131K	2025-06
111	Hermes 4 405BNous Researchopen	7.5	—	—	11	73	22	—	—	$1.00 / $3.00	42	128K	2025-08
112	Nemotron 3 Nano 4BNVIDIAopen	7.4	—	—	4.9	51	28	—	—	self-host	—	262K	2026-03
113	LFM2.5-8B-A1BLiquid AIopen	7.2	—	—	6.9	51	16	—	—	self-host	—	33K	2026-05
114	Olmo 3.1 32B ThinkAi2open	7.1	—	—	6.3	59	0	—	—	self-host	—	66K	2025-12
115	Amazon Nova ProAmazon	7	—	—	3.2	50	14	44	—	$0.80 / $3.20	—	300K	2024-12
116	Command ACohereopen	7	—	—	4	53	15	—	—	$2.50 / $10.00	53	256K	2025-03
117	Amazon Nova LiteAmazon	6.7	—	—	4.3	43	18	38	—	$0.06 / $0.24	168	300K	2024-12
118	Olmo 3.1 32B InstructAi2open	6.5	—	—	5	54	21	—	—	self-host	—	66K	2026-01
119	Phi-4 Mini InstructMicrosoftopen	6.3	—	—	4.5	33	8.2	—	—	self-host	44	128K	—
120	Jamba 1.7 LargeAI21 Labsopen	6.1	—	—	3.7	39	14	—	—	self-host	—	256K	2025-07
121	Ministral 3 14BMistralopen	6	—	0	4.6	57	27	50	—	$0.20 / $0.20	89	256K	2025-12
122	Phi-4Microsoftopen	5.9	—	—	3.8	58	0	—	—	self-host	36	16K	2024-12
123	Amazon Nova MicroAmazon	5.9	—	—	4.6	36	14	—	—	$0.04 / $0.14	265	130K	2024-12
124	LFM2 24B A2BLiquid AIopen	5.9	—	—	4.2	47	11	—	—	self-host	—	33K	2026-02
125	Phi-4 Multimodal InstructMicrosoftopen	5.8	—	—	5	32	—	15	—	self-host	17	128K	2025-02
126	Jamba Reasoning 3BAI21 Labsopen	5.7	—	—	3.8	33	16	—	—	self-host	—	262K	2025-10
127	Olmo 3 7B ThinkAi2open	5.6	—	—	6	52	0	—	—	self-host	—	66K	2025-11
128	Reka Flash 3Reka AIopen	5.6	—	—	4.4	53	0	—	—	$0.20 / $0.80	—	128K	2025-03
129	Ministral 3 8BMistralopen	5.5	—	0	4.3	47	27	46	—	$0.15 / $0.15	97	256K	2025-12
130	Jamba 1.7 MiniAI21 Labsopen	5.2	—	—	4.4	32	13	—	—	self-host	—	258K	2025-07
131	Apertus 70B InstructSwiss AI Initiativeopen	5.1	—	—	5.5	27	13	—	—	$0.82 / $2.92	—	66K	2025-09
132	Molmo 2 8BAi2open	5	—	—	4.3	43	0	38	—	self-host	—	37K	2025-12
133	Ministral 3 3BMistralopen	4.8	—	0	5.4	36	25	38	—	$0.10 / $0.10	209	256K	2025-12
134	Tiny Aya GlobalCohereopen	4.8	—	—	5.2	31	0	—	—	self-host	—	8K	2026-02
135	Claude Mythos 5.1Anthropicnew	—	—	61^{v (vendor-reported)}	—	—	—	—	—	$10.00 / $50.00	—	1M	2026-09
136	Cogito v2.1 (Reasoning)Deep Cogitoopen	—	—	—	12	77	—	—	—	$1.25 / $1.25	—	128K	2025-11
137	Composer 2.5Cursor	—	—	—	—	—	—	—	—	$0.50 / $2.50	—	200K	—
138	Doubao Seed 2.0 CodeByteDance	—	—	—	—	—	—	—	—	$0.50 / $3.00	—	262K	2026-02
139	Doubao Seed 2.0 LiteByteDance	—	47^{v (vendor-reported)}	—	26^{v (vendor-reported)}	88^{v (vendor-reported)}	—	78^{v (vendor-reported)}	—	$0.25 / $2.00	—	262K	2026-02
140	Doubao Seed 2.0 MiniByteDance	—	—	—	—	—	—	—	—	$0.10 / $0.40	—	262K	2026-02
141	Doubao Seed 2.0 ProByteDance	—	—	—	—	—	—	—	1456	$0.50 / $3.00	—	262K	2026-02
142	Doubao Seed 2.1 LiteByteDance	—	—	—	—	—	—	—	—	—	—	—	—
143	Doubao Seed 2.1 ProByteDance	—	—	—	—	—	—	82^{v (vendor-reported)}	—	—	—	—	2026-06
144	Doubao Seed 2.1 TurboByteDance	—	—	—	—	—	—	80^{v (vendor-reported)}	—	$0.50 / $2.50	—	262K	2026-06
145	Doubao Seed EvolvingByteDance	—	—	—	—	—	—	—	—	—	—	—	—
146	ERNIE 5.0Baidu	—	—	—	—	—	—	—	1446	$0.84 / $3.38	—	128K	—
147	ERNIE 5.1Baidu	—	—	—	—	—	—	—	1468	$0.56 / $2.53	—	—	2026-05
148	FuguSakana AI	—	59^{v (vendor-reported)}	—	47^{v (vendor-reported)}	96^{v (vendor-reported)}	—	—	—	—	—	—	2026-06
149	Fugu MaxSakana AInew	—	—	—	45^{v (vendor-reported)}	96^{v (vendor-reported)}	—	—	—	$2.00 / $6.00	—	—	2026-09
150	Fugu Ultra v2Sakana AInew	—	—	—	56^{v (vendor-reported)}	96^{v (vendor-reported)}	—	—	—	$5.00 / $30.00	—	—	2026-09
151	Gemini 3.1 Flash-LiteGoogle	—	—	—	—	—	—	—	1432	$0.25 / $1.50	—	—	—
152	GLM-4.5-AirZ.aiopen	—	—	—	—	—	—	—	1373	$0.20 / $1.10	—	—	—
153	iFlytek Spark X2.5iFlyteknew	—	—	—	—	—	—	—	—	—	—	256K	2026-09
154	KAT-Coder-Pro V2.5Kuaishou	—	65^{v (vendor-reported)}	—	—	—	—	—	—	$0.74 / $2.96	—	262K	2026-07
155	KAT-Coder-V2.5-DevKuaishouopen	—	46^{v (vendor-reported)}	—	—	—	—	—	—	self-host	—	262K	—
156	Kimi K2.8 PreviewMoonshot AInew	—	—	—	—	—	—	—	—	—	—	1M	2026-09
157	LongCat-2.5-PreviewMeituannew	—	—	—	—	—	—	—	—	$0.75 / $2.95	—	—	2026-09
158	MAI-Code-1.1-FlashMicrosoftnew	—	—	—	—	—	—	—	—	$0.20 / $1.20	—	—	2026-08
159	MAI-Thinking-1Microsoft	—	53^{v (vendor-reported)}	—	—	84^{v (vendor-reported)}	—	—	—	$2.00 / $8.00	—	256K	2026-06
160	MiMo-V2.6-FlashXiaomiopennew	—	—	29^{v (vendor-reported)}	—	—	—	—	—	$0.14 / $0.28	—	1M	2026-09
161	MiMo-V2.6-Pro-UltraSpeedXiaominew	—	—	—	—	—	—	—	—	$4.35 / $8.70	—	1M	2026-09
162	Nano Banana 2 (Gemini 3.1 Flash Image)Google	—	—	—	—	—	—	—	—	$0.50 / $60.00	—	—	2026-02
163	Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)Google	—	—	—	—	—	—	—	—	$0.25 / $30.00	—	—	2026-06
164	Nano Banana Pro (Gemini 3 Pro Image)Google	—	—	—	—	—	—	—	—	$2.00 / $120.00	—	—	2025-11
165	Qwen3.6-FlashAlibaba	—	—	—	—	—	—	—	—	$0.25 / $1.50	—	1M	2026-04
166	Qwen3.7-FlashAlibaba	—	—	—	—	—	—	—	—	$0.03 / $0.13	—	1M	2026-07
167	Qwen3.8-FlashAlibaba	—	—	—	—	—	—	—	—	$0.15 / $0.47	—	1M	—
168	Sonar (Agent API, perplexity/sonar)Perplexity	—	—	—	—	—	—	—	—	$0.25 / $2.50	—	—	—
169	Spark-X2.5-4BiFlytekopennew	—	44^{v (vendor-reported)}	—	12^{v (vendor-reported)}	67^{v (vendor-reported)}	75^{v (vendor-reported)}	—	—	self-host	—	1M	2026-09
170	Step 3.5 FlashStepFunopen	—	—	—	—	—	—	—	1394	$0.10 / $0.30	—	262K	2026-02
171	Tencent Hy4 previewTencentopennew	—	66^{v (vendor-reported)}	—	—	92^{v (vendor-reported)}	—	—	—	$0.83 / $2.50	—	1M	2026-08

Price against capability

Most models are not on the frontier.

A model is on the efficient frontier when nothing cheaper scores higher. If a model you use sits well below the line, you are paying for a brand or a feature, not for capability.

Intelligence Index against blended price

85 language models with an independent index score and a published list price. Price is 70% input and 30% output tokens, the planner's default mix.

Closed weights
Open weights
Efficient frontier

View as table

Intelligence Index against blended price
Model	Provider	AA Intelligence Index	Blended $/M	Frontier
Claude Opus 5.5	Anthropic	57.6	$8.80	Yes
Claude Fable 5.1	Anthropic	53.4	$22.00
GPT-6 Astra	OpenAI	52.7	$22.00
Claude Opus 5	Anthropic	50.8	$11.00
Claude Fable 5	Anthropic	49.6	$22.00
Muse Spark 1.3	Meta	48.1	$2.15	Yes
GPT-6 Sol	OpenAI	47.5	$4.40
GPT-5.6 Sol	OpenAI	47	$8.80
Grok 4.7	xAI	46.4	$3.20
MiMo-V2.6-Pro	Xiaomi	46.3	$0.57	Yes
Qwen3.8-Max	Alibaba	45	$3.20
GLM-5.3	Z.ai	45	$2.30
Grok 4.6	xAI	44.3	$3.20
Kimi K3	Moonshot AI	44	$6.60
Step 5 Preview	StepFun	43.7	$1.51
GPT-5.6 Terra	OpenAI	42.1	$5.00
GLM-5.3-Flash	Z.ai	42	$0.26	Yes
Claude Opus 4.8	Anthropic	41.8	$11.00
Gemini 3.8 Flash	Google	40.9	$1.65
Qwen3.8-2.4T-A95B	Alibaba	40	$3.20
Muse Spark 1.2	Meta	39.6	$2.15
Gemini 3.7 Flash	Google	39.1	$1.65
DeepSeek V4.1 Flash	DeepSeek	39	$0.57
Grok 4.5	xAI	38.8	$3.20
Claude Sonnet 5	Anthropic	38.2	$4.40
GPT-6 Luna	OpenAI	37.3	$0.22	Yes
GPT-5.6 Luna	OpenAI	37.3	$0.50
DeepSeek V4 Pro (0813)	DeepSeek	36	$2.11
Gemini 3.6 Flash	Google	34	$1.65
Qwen3.8-27B	Alibaba	34	$1.25
GLM-5.2	Z.ai	34	$2.30
Muse Spark 1.1	Meta	33.7	$2.15
Gemini 3.5 Flash	Google	32.6	$3.75
GPT-5.3 Codex	OpenAI	32.5	$5.43
Gemini 3.1 Pro Preview	Google	29.7	$5.00
Qwen3.7-Max	Alibaba	29	$4.00
MiniMax-M3	MiniMax	29	$0.57
GLM-5	Z.ai	28	$1.66
Inkling-Small	Thinking Machines Lab	27.8	$0.57
Grok Build 0.1	xAI	27.2	$1.30
Kimi K2.6	Moonshot AI	27	$1.87
Quasar 438B	Multiverse Computing	26.7	$0.96
Apodex 1.1	Apodex	26.4	$1.11
Kimi K2.7 Code	Moonshot AI	26	$1.87
MiMo-V2.5-Pro	Xiaomi	26	$0.57
Tencent Hy3	Tencent	25.3	$0.16	Yes
MiMo-V2.5	Xiaomi	25.2	$0.18
Qwen3.7-Plus	Alibaba	25	$0.76
Inkling	Thinking Machines Lab	25	$1.92
Grok 4.3	xAI	24.9	$1.63
GPT-5.4 mini	OpenAI	24.1	$1.88
MiniMax-M2.7	MiniMax	23	$0.57
Nemotron 3 Ultra 550B A55B	NVIDIA	22.9	$1.17
Gemini 3.5 Flash-Lite	Google	22.2	$0.96
Qwen3.6-27B	Alibaba	21	$1.50
GPT-5.4 nano	OpenAI	20.7	$0.52
Step 3.7 Flash	StepFun	19.5	$0.49
LongCat-2.0	Meituan	19.1	$1.41
Qwen3.6-35B-A3B	Alibaba	18	$0.94
Claude Haiku 4.5	Anthropic	16.9	$2.20
Granite 4.2 30B	IBM	14.8	$0.31
Mistral Medium 3.5	Mistral	14.2	$3.30
Amazon Nova 2 Pro (Preview)	Amazon	14.2	$3.88
Amazon Nova 2 Omni (Preview)	Amazon	13.6	$0.96
Amazon Nova 2 Lite	Amazon	13.4	$0.96
Nemotron 3.5 Lightning 30B A3B	NVIDIA	12.9	$0.12	Yes
Nemotron 3 Super 120B A12B	NVIDIA	12.8	$0.48
Mercury 2.5	Inception	12.3	$0.40
Mistral Small 4	Mistral	11.3	$0.29
Granite 4.2 8B	IBM	11.1	$0.12
Trinity Large Thinking	Arcee AI	10.8	$0.42
Nemotron 3 Nano Omni 30B A3B Reasoning	NVIDIA	10.3	$0.47
Mistral Large 3	Mistral	9.3	$0.80
Granite 4.2 3B	IBM	9.1	$0.06	Yes
Nemotron 3 Nano 30B A3B	NVIDIA	8.9	$0.10
Hermes 4 405B	Nous Research	7.5	$1.60
Amazon Nova Pro	Amazon	7	$1.52
Command A	Cohere	7	$4.75
Amazon Nova Lite	Amazon	6.7	$0.11
Ministral 3 14B	Mistral	6	$0.20
Amazon Nova Micro	Amazon	5.9	$0.07
Reka Flash 3	Reka AI	5.6	$0.38
Ministral 3 8B	Mistral	5.5	$0.15
Apertus 70B Instruct	Swiss AI Initiative	5.1	$1.45
Ministral 3 3B	Mistral	4.8	$0.10

Independent first

When a lab and an independent evaluator both publish a score, the table shows the independent run. Vendor-only numbers carry a v and usually come from the vendor’s own agent scaffold.

Best published setting

Reasoning models score differently at each effort level. Each cell shows the highest published setting; hover a score to see which setting produced it.

32 benchmarks, one registry

Every score maps to a named benchmark version, so two numbers in the same column were earned on the same test. Older versions stay in their own column.