Cortex Lab

LLM performance leaderboard

Price, output speed and quality across every major model, compared side by side. This is the table we open before deciding what a workflow should run on. The data is published by Artificial Analysis — we host it here for convenience and credit it in full.

			Quality index			Cost $/1M tokens			Speed			Benchmarks
#	Model
1	Claude Opus 5.5 (Max, Default Fallback) Anthropic	Sep 2026	57.6	—	—	$8.00	$4.00	$20.00	96	599.55	599.55	—	61.4%	66.9%	84.7%	—	—	—	—	—	—	—	—
2	Claude Sonnet 5.5 (Max, Default Fallback) Anthropic	Sep 2026	56.0	—	—	$4.00	$2.00	$10.00	142	347.13	347.13	—	55.0%	61.0%	82.7%	—	—	—	—	—	—	—	—
3	Claude Opus 5.5 (Xhigh, Default Fallback) Anthropic	Sep 2026	56.0	—	—	$8.00	$4.00	$20.00	84	80.89	80.89	—	57.5%	65.0%	84.7%	—	—	—	—	—	—	—	—
4	Muse Wonder Full (Max) Meta	Oct 2026	55.8	—	—	—	—	—	—	—	—	—	53.6%	62.6%	83.7%	—	—	—	—	—	—	—	—
5	Claude Opus 5.5 (High, Default Fallback) Anthropic	Sep 2026	53.6	—	—	$8.00	$4.00	$20.00	77	23.60	23.60	—	55.6%	60.4%	82.7%	—	—	—	—	—	—	—	—
6	Claude Fable 5.1 (Max, Default Fallback) Anthropic	Sep 2026	53.4	81.6	—	$20.00	$10.00	$50.00	74	163.14	163.14	93.7%	59.1%	63.1%	85.3%	—	—	—	—	—	—	91.4%	47.2%
7	Claude Fable 5.1 (Xhigh, Default Fallback) Anthropic	Sep 2026	53.2	80.7	—	$20.00	$10.00	$50.00	60	45.98	45.98	93.4%	58.7%	60.9%	83.0%	—	—	—	—	—	—	91.0%	45.8%
8	GPT-6 Astra (Max) OpenAI	Sep 2026	52.7	76.9	—	$20.00	$10.00	$50.00	71	197.86	197.86	96.1%	54.7%	56.5%	80.7%	—	—	—	—	—	—	88.4%	41.4%
9	Gemini 4 Argon (High) Google	Sep 2026	52.6	—	—	$4.00	$2.00	$10.00	—	—	—	—	57.1%	61.8%	79.7%	—	—	—	—	—	—	—	—
10	Muse Wonder (Max) Meta	Oct 2026	52.4	—	—	$8.00	$4.00	$20.00	159	34.65	47.23	—	50.1%	60.3%	80.7%	—	—	—	—	—	—	—	—
11	GPT-6 Astra (Xhigh) OpenAI	Sep 2026	52.4	75.9	—	$20.00	$10.00	$50.00	65	103.73	103.73	96.3%	54.6%	55.7%	80.0%	—	—	—	—	—	—	89.1%	43.1%
12	Claude Sonnet 5.5 (Xhigh, Default Fallback) Anthropic	Sep 2026	51.9	—	—	$4.00	$2.00	$10.00	106	20.36	20.36	—	50.0%	57.3%	79.7%	—	—	—	—	—	—	—	—
13	GPT-6.1 Sol (Max) OpenAI	Sep 2026	51.8	—	—	$4.00	$2.00	$10.00	56	214.29	214.29	—	52.9%	54.2%	83.0%	—	—	—	—	—	—	—	—
14	Claude Opus 5.5 (Medium, Default Fallback) Anthropic	Sep 2026	51.2	—	—	$8.00	$4.00	$20.00	78	12.84	12.84	—	54.7%	59.3%	84.3%	—	—	—	—	—	—	—	—
15	Claude Fable 5.1 (High, Default Fallback) Anthropic	Sep 2026	51.2	79.1	—	$20.00	$10.00	$50.00	55	11.11	11.11	90.6%	55.9%	58.7%	83.7%	—	—	—	—	—	—	89.9%	43.1%
16	GPT-6.1 Sol (Xhigh) OpenAI	Sep 2026	51.0	—	—	$4.00	$2.00	$10.00	55	112.69	112.69	—	52.6%	55.7%	79.7%	—	—	—	—	—	—	—	—
17	GPT-6 Astra (High) OpenAI	Sep 2026	50.9	77.1	—	$20.00	$10.00	$50.00	59	39.51	39.51	94.9%	53.1%	55.4%	80.0%	—	—	—	—	—	—	89.9%	40.0%
18	Claude Opus 5 (Max) Anthropic	Jul 2026	50.8	78.0	—	$10.00	$5.00	$25.00	—	—	—	93.2%	54.9%	56.4%	79.3%	—	—	—	—	—	—	89.1%	42.1%
19	GPT-6.1 Sol (High) OpenAI	Sep 2026	50.2	—	—	$4.00	$2.00	$10.00	51	34.90	34.90	—	51.4%	55.8%	82.3%	—	—	—	—	—	—	—	—
20	Claude Opus 5 (Xhigh) Anthropic	Jul 2026	49.7	77.0	—	$10.00	$5.00	$25.00	—	—	—	93.7%	54.4%	55.7%	80.3%	—	—	—	—	—	—	88.0%	43.3%
21	Claude Fable 5 (Max, Opus 4.8 Fallback) Anthropic	Jun 2026	49.6	76.5	—	$20.00	$10.00	$50.00	—	—	—	92.6%	55.5%	61.0%	82.3%	63.5%	98.5%	62.9%	—	—	—	84.6%	38.1%
22	GPT-6 Astra (Medium) OpenAI	Sep 2026	49.6	76.7	—	$20.00	$10.00	$50.00	58	6.37	6.37	93.9%	52.7%	54.2%	79.7%	—	—	—	—	—	—	89.5%	35.5%
23	Claude Fable 5.1 (Medium, Default Fallback) Anthropic	Sep 2026	48.9	77.1	—	$20.00	$10.00	$50.00	55	5.50	5.50	88.6%	53.8%	56.4%	84.7%	—	—	—	—	—	—	88.0%	41.0%
24	Claude Opus 5 (High) Anthropic	Jul 2026	48.1	76.5	—	$10.00	$5.00	$25.00	—	—	—	93.7%	52.8%	55.4%	79.0%	—	—	—	—	—	—	87.6%	44.7%
25	Muse Spark 1.3 (Max) Meta	Sep 2026	48.1	75.8	—	$2.00	$1.25	$4.25	123	38.24	54.49	93.5%	48.7%	58.8%	83.0%	—	—	—	—	—	—	84.3%	50.5%
26	GPT-6.1 Sol (Medium) OpenAI	Sep 2026	47.8	—	—	$4.00	$2.00	$10.00	52	5.36	5.36	—	49.9%	53.2%	83.3%	—	—	—	—	—	—	—	—
27	GPT-6 Sol (Max) OpenAI	Sep 2026	47.6	—	—	$4.00	$2.00	$10.00	—	—	—	—	47.9%	57.6%	83.7%	—	—	—	—	—	—	—	—
28	GPT-5.6 Sol (Max) OpenAI	Jul 2026	47.0	77.4	—	$8.00	$4.00	$20.00	—	—	—	94.1%	49.5%	57.1%	84.0%	72.7%	85.1%	65.9%	—	—	—	88.0%	44.3%
29	Claude Fable 5.1 (Low, Default Fallback) Anthropic	Sep 2026	46.8	75.2	—	$20.00	$10.00	$50.00	54	0.95	0.95	88.1%	48.9%	56.7%	82.3%	—	—	—	—	—	—	85.0%	39.0%
30	Claude Sonnet 5.5 (High, Default Fallback) Anthropic	Sep 2026	46.8	—	—	$4.00	$2.00	$10.00	104	9.79	9.79	—	45.8%	53.7%	78.0%	—	—	—	—	—	—	—	—
31	Grok 4.7 (Xhigh) SpaceXAI	Sep 2026	46.4	—	—	$3.00	$2.00	$6.00	79	22.03	22.03	—	43.1%	57.4%	76.7%	—	—	—	—	—	—	—	—
32	Grok 4.7 (High) SpaceXAI	Sep 2026	46.3	—	—	$3.00	$2.00	$6.00	78	17.28	17.28	—	42.3%	57.8%	77.0%	—	—	—	—	—	—	—	—
33	MiMo-V2.6-Pro Xiaomi	Sep 2026	46.3	—	—	$0.54	$0.44	$0.87	44	3.47	48.60	—	49.4%	60.9%	86.3%	—	—	—	—	—	—	—	—
34	GPT-6 Astra (Low) OpenAI	Sep 2026	45.8	75.7	—	$20.00	$10.00	$50.00	57	1.81	1.81	93.1%	49.2%	54.1%	80.0%	—	—	—	—	—	—	88.0%	32.0%
35	Qwen3.8 Max (0902) Alibaba	Sep 2026	45.4	76.2	—	$3.00	$2.00	$6.00	37	1.77	55.81	92.8%	43.1%	52.1%	80.3%	—	—	—	—	—	—	88.8%	47.8%
36	Muse Spark 1.3 (Xhigh) Meta	Sep 2026	45.1	76.5	—	$2.00	$1.25	$4.25	279	22.74	29.92	94.1%	47.5%	59.7%	83.0%	—	—	—	—	—	—	85.4%	47.2%
37	Claude Opus 5 (Medium) Anthropic	Jul 2026	44.8	74.3	—	$10.00	$5.00	$25.00	—	—	—	91.9%	51.3%	51.5%	82.0%	—	—	—	—	—	—	86.1%	38.6%
38	GLM-5.3 (Max) Z AI	Aug 2026	44.8	74.8	—	$2.15	$1.40	$4.40	86	2.46	25.85	91.7%	42.3%	59.0%	79.7%	—	—	—	—	—	—	83.9%	50.3%
39	Grok 4.6 (High) SpaceXAI	Aug 2026	44.3	76.8	—	$3.00	$2.00	$6.00	—	—	—	94.9%	42.9%	56.5%	80.3%	—	—	—	—	—	—	88.4%	50.7%
40	GPT-6 Sol (Xhigh) OpenAI	Sep 2026	44.2	—	—	$4.00	$2.00	$10.00	—	—	—	—	46.3%	55.1%	81.3%	—	—	—	—	—	—	—	—
41	Grok 4.6 (Xhigh) SpaceXAI	Aug 2026	44.2	75.9	—	$3.00	$2.00	$6.00	—	—	—	93.5%	44.1%	53.0%	81.0%	—	—	—	—	—	—	88.0%	43.3%
42	GPT-5.6 Sol (Xhigh) OpenAI	Jul 2026	44.0	78.3	—	$8.00	$4.00	$20.00	—	—	—	93.1%	47.3%	57.1%	82.3%	71.0%	84.8%	61.4%	—	—	—	89.5%	38.1%
43	Step 5 Preview StepFun	Sep 2026	43.7	—	—	$1.43	$1.00	$2.70	88	1.35	24.20	—	46.5%	58.9%	88.3%	—	—	—	—	—	—	—	—
44	Kimi K3 (Max) Kimi	Jul 2026	43.6	76.2	—	$6.00	$3.00	$15.00	41	2.80	51.60	93.5%	46.9%	59.5%	88.7%	—	—	—	—	—	—	85.0%	46.0%
45	Claude Haiku 5.5 (Max) Anthropic	Oct 2026	43.4	—	—	$0.20	$0.10	$0.50	243	276.30	276.30	—	44.4%	55.0%	82.7%	—	—	—	—	—	—	—	—
46	Grok 4.6 (Medium) SpaceXAI	Aug 2026	42.8	74.4	—	$3.00	$2.00	$6.00	—	—	—	93.5%	42.1%	55.9%	81.0%	—	—	—	—	—	—	84.3%	44.3%
47	GPT-6 Sol (High) OpenAI	Sep 2026	42.4	—	—	$4.00	$2.00	$10.00	—	—	—	—	44.1%	54.9%	83.7%	—	—	—	—	—	—	—	—
48	GPT-5.6 Sol (High) OpenAI	Jul 2026	42.3	77.2	—	$8.00	$4.00	$20.00	—	—	—	92.8%	46.0%	57.8%	81.7%	69.2%	83.3%	62.1%	—	—	—	87.3%	36.7%
49	Claude Opus 5.5 (Low, Default Fallback) Anthropic	Sep 2026	42.3	—	—	$8.00	$4.00	$20.00	77	7.20	7.20	—	48.3%	58.6%	80.7%	—	—	—	—	—	—	—	—
50	Grok 4.7 (Low) SpaceXAI	Sep 2026	42.2	—	—	$3.00	$2.00	$6.00	70	2.87	2.87	—	39.2%	54.9%	80.0%	—	—	—	—	—	—	—	—
51	GPT-6.1 Sol (Low) OpenAI	Sep 2026	42.1	—	—	$4.00	$2.00	$10.00	51	1.67	1.67	—	47.4%	53.2%	84.0%	—	—	—	—	—	—	—	—
52	GPT-5.6 Terra (Max) OpenAI	Jul 2026	42.1	76.7	—	$4.50	$2.00	$12.00	140	168.03	168.03	92.5%	42.9%	55.0%	83.0%	71.2%	86.3%	57.6%	—	—	—	88.0%	40.2%
53	GLM-5.3-Flash Z AI	Aug 2026	41.8	71.5	—	$0.24	$0.15	$0.50	81	2.11	26.78	91.2%	39.9%	51.6%	80.0%	—	—	—	—	—	—	84.3%	47.2%
54	Claude Opus 4.8 (Max) Anthropic	May 2026	41.8	74.3	—	$10.00	$5.00	$25.00	—	—	—	92.0%	48.7%	54.4%	77.7%	62.2%	94.4%	58.3%	—	—	—	84.6%	34.2%
55	Claude Haiku 5.5 (Xhigh) Anthropic	Oct 2026	41.2	—	—	$0.20	$0.10	$0.50	195	42.14	42.14	—	42.7%	51.7%	78.3%	—	—	—	—	—	—	—	—
56	Ling 3.1 Flash InclusionAI	Oct 2026	41.1	—	—	$0.45	$0.30	$0.90	216	1.11	10.35	—	39.4%	54.1%	83.0%	—	—	—	—	—	—	—	—
57	Gemini 3.8 Flash (High) Google	Sep 2026	40.9	76.3	—	$1.50	$0.75	$3.75	142	16.25	16.25	95.3%	47.8%	56.6%	81.3%	—	—	—	—	—	—	87.6%	44.9%
58	Claude Sonnet 5.5 (Medium, Default Fallback) Anthropic	Sep 2026	40.8	—	—	$4.00	$2.00	$10.00	100	1.04	1.04	—	39.8%	52.9%	76.3%	—	—	—	—	—	—	—	—
59	Claude Opus 4.7 (Max) Anthropic	Apr 2026	40.7	73.6	—	$10.00	$5.00	$25.00	—	—	—	91.4%	42.3%	—	78.7%	58.6%	88.6%	51.5%	—	—	—	83.1%	34.6%
60	Qwen3.8 Max Alibaba	Aug 2026	40.2	71.8	—	$3.00	$2.00	$6.00	—	—	—	92.7%	43.0%	53.2%	78.3%	—	—	—	—	—	—	81.3%	51.3%
61	Qwen3.8 2.4T A95B Alibaba	Aug 2026	39.9	71.9	—	$3.00	$2.00	$6.00	36	1.97	58.21	93.5%	42.4%	54.1%	80.3%	—	—	—	—	—	—	82.0%	49.1%
62	Qwen3.8-Flash-Next Alibaba	Aug 2026	39.8	73.1	—	$0.23	$0.15	$0.47	53	1.22	38.95	92.3%	38.0%	50.6%	79.7%	—	—	—	—	—	—	86.1%	45.4%
63	GPT-6 Sol (Medium) OpenAI	Sep 2026	39.8	—	—	$4.00	$2.00	$10.00	—	—	—	—	41.0%	53.8%	82.3%	—	—	—	—	—	—	—	—
64	Gemini 3.8 Flash (Medium) Google	Sep 2026	39.8	74.1	—	$1.50	$0.75	$3.75	—	—	—	93.5%	42.1%	55.1%	84.0%	—	—	—	—	—	—	83.9%	45.8%
65	Gemini 3.7 Flash (Medium) Google	Aug 2026	39.6	71.5	—	$1.50	$0.75	$3.75	—	—	—	92.1%	39.0%	59.8%	83.0%	—	—	—	—	—	—	78.3%	35.5%
66	Muse Spark 1.2 (Xhigh) Meta	Aug 2026	39.6	72.2	—	$2.00	$1.25	$4.25	—	—	—	90.4%	45.5%	57.4%	79.0%	—	—	—	—	—	—	80.1%	34.8%
67	DeepSeek V4.1 Flash (Max) DeepSeek	Sep 2026	39.5	—	—	$0.53	$0.30	$1.20	232	0.72	9.36	—	39.2%	51.9%	84.0%	—	—	—	—	—	—	—	—
68	Claude Opus 5 (Low) Anthropic	Jul 2026	39.4	66.9	—	$10.00	$5.00	$25.00	—	—	—	88.9%	43.4%	49.2%	81.3%	—	—	—	—	—	—	76.4%	30.3%
69	GPT-5.6 Sol (Medium) OpenAI	Jul 2026	39.2	76.3	—	$8.00	$4.00	$20.00	—	—	—	92.6%	42.2%	57.4%	80.3%	69.6%	81.0%	62.9%	—	—	—	86.1%	36.5%
70	Gemini 3.7 Flash (High) Google	Aug 2026	39.1	76.1	—	$1.50	$0.75	$3.75	—	—	—	94.5%	47.9%	57.2%	81.7%	—	—	—	—	—	—	85.8%	32.8%
71	GPT-5.4 (Xhigh) OpenAI	Mar 2026	39.0	71.1	—	$5.63	$2.50	$15.00	—	—	—	92.0%	43.7%	—	82.0%	73.9%	87.1%	57.6%	—	—	—	78.3%	39.6%
72	Muse Spark Open (Xhigh) Meta	Oct 2026	38.9	—	—	$2.00	$1.25	$4.25	141	0.45	14.66	89.0%	43.9%	58.4%	78.3%	—	—	—	—	—	—	76.4%	—
73	Grok 4.5 (High) SpaceXAI	Jul 2026	38.8	72.4	—	$3.00	$2.00	$6.00	—	—	—	93.1%	42.7%	55.0%	79.3%	—	—	—	—	—	—	81.6%	42.1%
74	Mistral Large 4 Preview Mistral	Oct 2026	38.4	—	—	$2.07	$1.36	$4.18	69	0.74	29.61	—	35.0%	54.2%	81.3%	—	—	—	—	—	—	—	—
75	GPT-5.5 (Xhigh) OpenAI	Apr 2026	38.4	74.9	—	$11.25	$5.00	$30.00	—	—	—	93.5%	45.8%	55.8%	84.3%	75.9%	93.9%	60.6%	—	—	—	84.3%	39.0%
76	Claude Sonnet 5 (Max) Anthropic	Jun 2026	38.2	71.5	—	$4.00	$2.00	$10.00	—	—	—	91.1%	41.3%	54.3%	82.0%	—	—	—	—	—	—	80.5%	37.3%
77	GPT-6 Luna (Max) OpenAI	Sep 2026	38.1	—	—	$0.20	$0.10	$0.50	126	128.26	128.26	—	38.5%	54.6%	83.3%	—	—	—	—	—	—	—	—
78	GPT-5.6 Terra (Xhigh) OpenAI	Jul 2026	38.0	70.6	—	$4.50	$2.00	$12.00	123	23.82	23.82	90.8%	41.9%	52.3%	79.0%	66.3%	80.4%	62.9%	—	—	—	80.1%	29.7%
79	MiMo-V2.6-Flash Xiaomi	Sep 2026	37.9	—	—	$0.18	$0.14	$0.28	49	3.13	43.66	—	35.1%	51.3%	74.3%	—	—	—	—	—	—	—	—
80	Claude Haiku 5.5 (High) Anthropic	Oct 2026	37.8	—	—	$0.20	$0.10	$0.50	176	15.69	15.69	—	37.3%	48.7%	77.3%	—	—	—	—	—	—	—	—
81	GPT-5.6 Luna (Max) OpenAI	Jul 2026	37.3	71.4	—	$0.45	$0.20	$1.20	—	—	—	91.1%	39.5%	53.6%	83.7%	—	—	—	—	—	—	80.9%	31.1%
82	GPT-5.5 (High) OpenAI	Apr 2026	37.0	71.6	—	$11.25	$5.00	$30.00	—	—	—	93.2%	45.0%	56.1%	84.3%	71.6%	93.0%	59.8%	—	—	—	79.4%	36.7%
83	Gemini 3.7 Flash (Low) Google	Aug 2026	36.9	71.0	—	$1.50	$0.75	$3.75	—	—	—	90.1%	35.1%	55.7%	78.7%	—	—	—	—	—	—	79.8%	29.5%
84	DeepSeek V4 Pro 0813 (Max) DeepSeek	Aug 2026	36.0	68.8	—	$1.98	$1.32	$3.96	94	1.04	22.30	92.8%	41.0%	51.0%	80.3%	—	—	—	—	—	—	78.7%	39.6%
85	Claude Sonnet 5.5 (Low, Default Fallback) Anthropic	Sep 2026	35.9	—	—	$4.00	$2.00	$10.00	99	0.72	0.72	—	36.2%	49.1%	76.0%	—	—	—	—	—	—	—	—
86	Agnes 2.5 Pro Beta Sapiens AI	Aug 2026	35.2	62.3	—	$0.15	$0.10	$0.30	118	0.67	17.68	90.5%	37.5%	48.8%	83.0%	—	—	—	—	—	—	69.7%	35.7%
87	Grok 4.6 (Low) SpaceXAI	Aug 2026	35.1	66.3	—	$3.00	$2.00	$6.00	—	—	—	87.9%	27.6%	49.4%	80.7%	—	—	—	—	—	—	75.3%	38.1%
88	DeepSeek V4 Flash Vision (Max) DeepSeek	Aug 2026	34.8	65.0	—	$0.66	$0.44	$1.32	186	1.09	11.84	91.3%	34.5%	49.7%	81.3%	—	—	—	—	—	—	74.2%	41.0%
89	GPT-6 Luna (Xhigh) OpenAI	Sep 2026	34.6	—	—	$0.20	$0.10	$0.50	117	36.82	36.82	—	34.3%	51.7%	80.0%	—	—	—	—	—	—	—	—
90	GPT-5.6 Luna (Xhigh) OpenAI	Jul 2026	34.6	68.6	—	$0.45	$0.20	$1.20	—	—	—	89.5%	37.0%	50.5%	81.7%	—	—	—	—	—	—	77.9%	28.7%
91	Claude Haiku 5.5 (Medium) Anthropic	Oct 2026	34.5	—	—	$0.20	$0.10	$0.50	176	9.40	9.40	—	33.8%	49.0%	77.3%	—	—	—	—	—	—	—	—
92	Claude Sonnet 5 (Xhigh) Anthropic	Jun 2026	34.4	—	—	$4.00	$2.00	$10.00	—	—	—	—	39.0%	54.1%	76.7%	—	—	—	—	—	—	—	—
93	DeepSeek V4 Flash 0731 (Max) DeepSeek	Jul 2026	34.3	69.1	—	$0.18	$0.14	$0.28	—	—	—	90.8%	38.6%	50.3%	79.7%	—	—	—	—	—	—	78.7%	39.4%
94	GLM-5.3 (Low) Z AI	Aug 2026	34.3	—	—	$2.15	$1.40	$4.40	89	2.47	25.01	—	36.6%	42.0%	72.7%	—	—	—	—	—	—	—	—
95	GPT-5.6 Terra (High) OpenAI	Jul 2026	34.2	67.1	—	$4.50	$2.00	$12.00	117	5.04	5.04	89.6%	38.5%	52.4%	77.7%	64.4%	78.4%	57.6%	—	—	—	75.7%	28.7%
96	GPT-6 Sol (Low) OpenAI	Sep 2026	34.2	—	—	$4.00	$2.00	$10.00	—	—	—	—	34.9%	50.2%	79.3%	—	—	—	—	—	—	—	—
97	Gemini 3.6 Flash (High) Google	Jul 2026	34.0	69.2	—	$1.50	$0.75	$3.75	—	—	—	92.8%	40.8%	53.4%	80.0%	—	—	—	—	—	—	77.5%	29.9%
98	JT-4.1 Flash 236B A21B (Reasoning) China Mobile	Jul 2026	33.9	—	—	—	—	—	—	—	—	—	43.6%	52.0%	78.3%	—	—	—	—	—	—	—	—
99	GPT-5.5 (Medium) OpenAI	Apr 2026	33.8	71.5	—	$11.25	$5.00	$30.00	—	—	—	92.6%	42.4%	54.5%	83.0%	71.0%	91.8%	57.6%	—	—	—	80.5%	29.9%
100	Muse Spark 1.1 (Xhigh) Meta	Jul 2026	33.7	71.3	—	$2.00	$1.25	$4.25	—	—	—	89.8%	46.2%	58.8%	77.7%	—	—	—	—	—	—	77.9%	31.8%
101	GLM-5.2 (Max) Z AI	Jun 2026	33.7	68.8	—	$2.15	$1.40	$4.40	—	—	—	89.5%	41.1%	51.2%	78.3%	73.3%	99.1%	50.8%	—	—	—	77.9%	34.6%
102	Qwen3.8 27B (Xhigh) Alibaba	Aug 2026	33.7	68.1	—	$1.13	$0.50	$3.00	40	1.37	51.49	90.5%	33.9%	46.6%	82.0%	—	—	—	—	—	—	79.8%	48.0%
103	Gemini 3.5 Flash (Medium) Google	May 2026	33.6	—	—	$3.38	$1.50	$9.00	—	—	—	92.1%	41.3%	—	74.3%	74.6%	95.6%	39.4%	—	—	—	—	—
104	Motif 3 Motif Technologies	Aug 2026	33.6	63.5	—	—	—	—	—	—	—	83.4%	37.0%	42.2%	76.0%	—	—	—	—	—	—	74.9%	35.3%
105	GPT-5.6 Sol (Low) OpenAI	Jul 2026	33.5	69.7	—	$8.00	$4.00	$20.00	—	—	—	89.8%	39.4%	56.4%	78.0%	66.5%	76.0%	60.6%	—	—	—	76.8%	29.1%
106	Gemini 3.8 Flash (Low) Google	Sep 2026	33.5	73.5	—	$1.50	$0.75	$3.75	—	—	—	92.0%	37.1%	55.0%	80.7%	—	—	—	—	—	—	83.1%	33.2%
107	GPT-6 Luna (High) OpenAI	Sep 2026	32.9	—	—	$0.20	$0.10	$0.50	127	18.32	18.32	—	32.9%	50.3%	79.3%	—	—	—	—	—	—	—	—
108	Gemini 3.5 Flash (High) Google	May 2026	32.6	70.1	—	$3.38	$1.50	$9.00	—	—	—	92.2%	42.7%	53.9%	73.3%	76.3%	95.3%	40.9%	—	—	—	78.7%	32.2%
109	GPT-5.3 Codex (Xhigh) OpenAI	Feb 2026	32.5	—	—	$4.81	$1.75	$14.00	118	44.85	44.85	91.5%	42.5%	—	83.3%	75.4%	86.0%	53.0%	—	—	—	—	—
110	Motif 3 (Beta) Motif Technologies	Jul 2026	32.3	62.0	—	—	—	—	—	—	—	86.9%	40.4%	—	74.7%	—	—	—	—	—	—	70.8%	—
111	GPT-5.6 Luna (High) OpenAI	Jul 2026	32.1	63.3	—	$0.45	$0.20	$1.20	—	—	—	89.2%	33.4%	51.6%	80.3%	—	—	—	—	—	—	69.7%	25.2%
112	Claude Opus 4.6 (Max) Anthropic	Feb 2026	31.9	—	—	$10.00	$5.00	$25.00	—	—	—	89.6%	39.9%	—	78.0%	53.1%	92.1%	46.2%	—	—	—	—	—
113	Claude Sonnet 5 (High) Anthropic	Jun 2026	31.7	—	—	$4.00	$2.00	$10.00	—	—	—	—	35.7%	54.3%	76.7%	—	—	—	—	—	—	—	—
114	Muse Spark Meta	Apr 2026	31.3	58.6	—	—	—	—	—	—	—	88.4%	40.7%	—	78.0%	75.9%	91.5%	45.5%	—	—	—	62.2%	—
115	Claude Opus 4.7 (Non-reasoning, High) Anthropic	Apr 2026	30.9	—	—	$10.00	$5.00	$25.00	—	—	—	88.5%	33.3%	—	75.7%	43.6%	74.0%	54.5%	—	—	—	—	—
116	GPT-5.5 (Low) OpenAI	Apr 2026	30.7	60.9	—	$11.25	$5.00	$30.00	—	—	—	91.0%	32.7%	—	81.0%	64.4%	83.9%	52.3%	—	—	—	65.5%	24.9%
117	K2 Horizon 375B A23B Institute of Foundation Models	Sep 2026	30.5	61.5	—	—	—	—	985	2.19	4.22	87.3%	32.0%	42.9%	80.0%	—	—	—	—	—	—	71.9%	34.2%
118	DeepSeek V4 Pro 0424 (Max) DeepSeek	Apr 2026	30.4	59.4	—	$0.54	$0.44	$0.87	—	—	—	88.8%	37.5%	50.8%	74.7%	76.5%	96.2%	46.2%	—	—	—	64.0%	30.1%
119	GPT-5.2 (Xhigh) OpenAI	Dec 2025	30.4	—	99.0	$4.81	$1.75	$14.00	—	—	—	90.3%	37.7%	—	82.7%	75.4%	84.8%	47.0%	87.4%	88.9%	99.0%	—	—
120	Beam 1.0 Reflection	Oct 2026	30.3	—	—	$1.05	$0.70	$2.10	312	0.53	6.95	—	34.7%	48.5%	78.0%	—	—	—	—	—	—	—	—

Independent benchmarks & pricing of LLMs — we publish them here, we don’t produce them. For further analysis and methodology, see artificialanalysis.ai. Updated 19 Oct 2026.

How to read it

Three things that trip people up when they first use this table.

Price is per million tokens

Input and output are priced separately, and output is usually the expensive half. A workflow that reads a lot and writes a little costs far less than the headline number suggests.

Two different kinds of speed

Time to first token is what a person waiting on a chat reply feels. Tokens per second is what matters for a batch job running overnight. Optimising for the wrong one wastes money.

Quality scores are a shortlist, not a verdict

Aggregate indices are a good way to narrow twenty models to three. They are a poor way to choose between those three — for that, test them on your actual task.

Building a workflow? We pick the model for you

We cost and benchmark every automation before it ships — so it runs on the cheapest model that actually holds up on your task.

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