Model Atlas

Loading leaderboard data…

AA Cost Chart Label is the displayed source value; Cost per Task (USD) is numeric. A bound such as <0.1¢ remains in the label while its numeric cell is blank; if both cells are blank, AA showed no plotted cost point for this model. GPT-6.1 Sol effort-variant rows use scores from Artificial Analysis model profiles captured 2026-09-30; insertion ranks are documented in docs/GPT-6.1-SOL-RANK-IMPACT.md. Values refreshed from the Artificial Analysis evaluation page captured 2026-10-29.

236 results

AutomationBench-AA source rankings

1	Google	Gemini 4 Carbon (High)	0.778166	Oct 2026	$7.76
2	Google	Gemini 4 Argon (High)	0.775135	Sep 2026	$7.68
3	Kimi	Kimi K3.1 Pro	0.732977	Oct 2026	$3.68
4	MiniMax	MiniMax-M3.1-Flash	0.725218	Oct 2026	$0.49
5	Anthropic	Claude Sonnet 5.5 (Adaptive Reasoning, Max Effort, Default Fallback)	0.717688	Sep 2026	$10.02
6	Meta	Muse Wonder Full (Max)	0.713307	Oct 2026	—
7	Anthropic	Claude Opus 5.5 (Adaptive Reasoning, Max Effort, Default Fallback)	0.695387	Sep 2026	$10.04
8	DeepSeek	DeepSeek V4.1 Flash (Max)	0.68891	Sep 2026	—
9	OpenAI	GPT-6 Astra (Max)	0.684917	Sep 2026	$6.24
10	Meta	Muse Wonder (Max)	0.680946	Oct 2026	$6.95
11	InclusionAI	Ling 3.1 Flash 1019	0.675466	Oct 2026	$3.19
12	OpenAI	GPT-6 Astra (Xhigh)	0.671778	Sep 2026	$3.66
13	SpaceXAI	Grok 4.6 (Xhigh)	0.669974	Aug 2026	—
14	SpaceXAI	Grok 4.6 (High)	0.666785	Aug 2026	—
15	DeepSeek	DeepSeek V4.1 Flash 1017 (Max)	0.66641	Oct 2026	$0.60
16	OpenAI	GPT-6 Astra (High)	0.666122	Sep 2026	$3.24
17	OpenAI	GPT-6.1 Sol (Xhigh)	0.665737	Sep 2026	$0.76
18	SpaceXAI	Grok 4.7 (Xhigh)	0.655584	Sep 2026	$7.51
19	Anthropic	Claude Sonnet 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback)	0.655203	Sep 2026	$4.09
20	Anthropic	Claude Opus 5.5 (Adaptive Reasoning, Xhigh Effort, Default Fallback)	0.649528	Sep 2026	$6.05
21	OpenAI	GPT-6.1 Sol (Max)	0.648684	Sep 2026	$1.27
22	OpenAI	GPT-6 Astra (Medium)	0.64595	Sep 2026	$2.73
23	OpenAI	GPT-6.1 Sol (High)	0.644952	Sep 2026	$0.59
24	Xiaomi	MiMo-V2.6-Flash	0.640517	Sep 2026	$0.13
25	SpaceXAI	Grok 4.7 (High)	0.635194	Sep 2026	$6.18
26	Anthropic	Claude Opus 5.5 (Adaptive Reasoning, High Effort, Default Fallback)	0.632068	Sep 2026	$3.46
27	SpaceXAI	Grok 4.6 (Medium)	0.631513	Aug 2026	—
28	OpenAI	GPT-6.1 Sol (Medium)	0.625735	Sep 2026	$0.36
29	Z AI	GLM-5.3 (Max)	0.622029	Aug 2026	$5.01
30	Google	Gemini 3.7 Flash (High)	0.620275	Aug 2026	—
31	InclusionAI	Ling 3.1 Flash	0.617437	Oct 2026	—
32	OpenAI	GPT-6 Sol (Xhigh)	0.616942	Sep 2026	—
33	OpenAI	GPT-6 Sol (Max)	0.616337	Sep 2026	—
34	Anthropic	Claude Opus 5.5 (Adaptive Reasoning, Medium Effort, Default Fallback)	0.612174	Sep 2026	$2.45
35	Google	Gemini 3.8 Flash (Medium)	0.6089	Sep 2026	$6.26
36	Z AI	GLM-5.3-Flash	0.603686	Aug 2026	—
37	OpenAI	GPT-6.1 Terra (Max)	0.601676	Oct 2026	$0.96
38	OpenAI	GPT-6 Sol (High)	0.601258	Sep 2026	—
39	OpenAI	GPT-5.6 Sol (Max)	0.600811	Jul 2026	—
40	Google	Gemini 3.8 Flash (High)	0.599301	Sep 2026	$7.77
41	OpenAI	GPT-6.1 Terra (Xhigh)	0.599286	Oct 2026	$0.40
42	Mistral	Mistral Large 4 Preview	0.599014	Oct 2026	$5.54
43	OpenAI	GPT-5.6 Terra (Max)	0.5965	Jul 2026	—
44	Anthropic	Claude Sonnet 5.5 (Adaptive Reasoning, High Effort, Default Fallback)	0.594292	Sep 2026	$1.64
45	Anthropic	Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback)	0.593759	Sep 2026	$13.04
46	OpenAI	GPT-6 Astra (Low)	0.590967	Sep 2026	$1.42
47	Xiaomi	MiMo-V2.6-Pro	0.586234	Sep 2026	$0.26
48	OpenAI	GPT-6.1 Terra (High)	0.584606	Oct 2026	$0.26
49	Kimi	Kimi K3 (Max)	0.58273	Jul 2026	—
50	OpenAI	GPT-6 Sol (Medium)	0.579722	Sep 2026	—