Which model leads on ARC-AGI?

Claude Fable 5 from Anthropic leads ARC-AGI with a score of 98.5. The median score across 90 tested models is 78.5.

Is ARC-AGI saturated?

Yes · the top model on ARC-AGI has reached 98.5 out of 100, within 5% of the theoretical ceiling. This benchmark is approaching saturation and may be replaced by a harder successor.

Does ARC-AGI predict performance on other benchmarks?

Yes · ARC-AGI scores correlate 1.00 with Artificial Analysis · Terminal-Bench Hard across 5 shared models. Models that do well on ARC-AGI tend to do well on Artificial Analysis · Terminal-Bench Hard.

How often is ARC-AGI data refreshed?

BenchGecko pulls updates daily. New model scores on ARC-AGI appear as soon as they are published by Epoch AI or the model provider.

Benchmark · ReasoningSettled

ARC-AGI

Name: ARC-AGI Benchmark
Creator: BenchGecko
License: https://creativecommons.org/licenses/by/4.0/

ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.

Updated 2026-11-10

Models tested

Top score

98.5

Claude Fable 5

Median

78.5

min 0.1

Top-5 spread

σ 0.0

Settled

The Frontier

Best score over time · one chart, every benchmark

Chart type

Frontier on ARC-AGI rose from 4.5 to 98.5 in 19 months · +94.0 points · latest leader Claude Fable 5 from Anthropic.

Pink dots = frontier records · 14 totalClick to open model page

Full rankings

90 models tested · sorted by score

#	Model	Score	Price
1	Claude Fable 5· Anthropic	98.5	$10.00
2	GPT-6 Astra· OpenAI	98.5	$10.00
3	Gemini 4 Carbon· Google DeepMind	98.5	$2.00
4	Claude Opus 5.5· Anthropic	98.5	$4.00
5	GPT-6.1 Sol· OpenAI	98.5	$2.00
6	Gemini 3.8 Flash· Google DeepMind	98.5	$0.82
7	Gemini 4 Argon· Google DeepMind	98.5	$2.00
8	Claude Fable 5.2· Anthropic	98.5	$8.00
9	Gemini 3.1 Pro Preview· Google DeepMind	98.0	$2.00
10	Claude Fable 5.1· Anthropic	97.5	$10.00
11	Claude Opus 5· Anthropic	97.5	$5.00
12	GPT-5.6 Sol· OpenAI	97.5	$4.40
13	GPT-5.6 Terra· OpenAI	96.5	$2.00
14	GPT-5.5 Pro· OpenAI	96.5	$30.00
15	Claude Sonnet 5.5· Anthropic	96.5	$2.00
16	Gemini 3.7 Flash· Google DeepMind	95.5	$0.75
17	GPT-6 Sol· OpenAI	95.5	$2.00
18	GPT-5.5· OpenAI	95.0	$5.00
19	GPT-5.4 Pro· OpenAI	94.5	$30.00
20	Kimi K3· moonshotai	94.5	$0.19
21	DeepSeek V4.1 Flash· DeepSeek	94.5	$0.02
22	DeepSeek V4.1 Flash 1017· DeepSeek	94.5	$0.30
23	Claude Opus 4.6· Anthropic	94.0	$5.00
24	GPT-5.4· OpenAI	93.7	$2.50
25	Claude Opus 4.7· Anthropic	93.5	$5.00
26	Claude Opus 4.8· Anthropic	92.5	$5.00
27	Gemini 3.5 Flash· Google DeepMind	92.5	$1.50
28	Gemini 3.6 Flash· Google DeepMind	91.2	$0.75
29	GLM 5.3 Flash· z-ai	91.0	$0.04
30	GPT-5.2 Pro· OpenAI	90.5	$21.00
31	DeepSeek V4 Pro 0813· DeepSeek	90.5	$0.11
32	Grok 4.7· xAI	90.2	$2.00
33	Grok 4.20· xAI	89.5	$1.25
34	DeepSeek V4 Flash 0731· DeepSeek	89.0	$0.04
35	Muse Spark Open· Meta	89.0	$1.25
36	Claude Haiku 5.5· Anthropic	89.0	$0.10
37	GPT-5.6 Luna· OpenAI	88.0	$0.20
38	Qwen3.8 27B· Alibaba Qwen	87.5	$0.15
39	Grok 4.6· xAI	87.5	$2.00
40	Grok 4.5· xAI	87.2	$2.00
41	GPT-6 Luna· OpenAI	86.7	$0.10
42	Claude Sonnet 4.6· Anthropic	86.5	$3.00
43	GPT-5.2· OpenAI	86.2	$1.75
44	Gemini 3 Flash Preview· Google DeepMind	84.7	$0.50
45	Claude Opus 4.5· Anthropic	80.0	$5.00
46	GLM 5.2· z-ai	77.0	$0.01
47	Gemini 3 Pro· Google DeepMind	75.0	n/a
48	GPT-5.1· OpenAI	72.8	$1.25
49	GPT-5 Pro· OpenAI	70.2	$15.00
50	Grok 4· xAI	66.7	n/a
51	GPT-5· OpenAI	65.7	$1.25
52	Kimi K2.5· moonshotai	65.3	$0.53
53	Claude Sonnet 4.5· Anthropic	63.7	$3.00
54	MiniMax M2.5· minimax	63.7	$0.27
55	GPT-5.4 Mini· OpenAI	63.7	$0.75
56	o3· OpenAI	60.8	$2.00
57	o3 Pro· OpenAI	59.3	$20.00
58	o4 Mini· OpenAI	58.7	$1.10
59	o4 Mini (batch)· OpenAI	58.7	$0.55
60	DeepSeek V3.2· DeepSeek	57.0	$0.26
61	GPT-5 Mini· OpenAI	54.3	$0.25
62	Gemini 3.5 Flash Lite· Google DeepMind	53.5	$0.30
63	GPT-5.4 Nano· OpenAI	51.5	$0.20
64	Grok 4 Fast· xAI	48.5	n/a
65	Claude Haiku 4.5· Anthropic	47.7	$1.00
66	GLM 5· z-ai	44.7	$1.00
67	Gemini 2.5 Pro· Google DeepMind	41.0	$1.25
68	Claude Sonnet 4· Anthropic	40.0	$3.00
69	Claude Opus 4· Anthropic	35.7	$15.00
70	o3 Mini (batch)· OpenAI	34.5	$0.55
71	o3 Mini· OpenAI	34.5	$1.10
72	Gemini 2.5 Flash· Google DeepMind	32.3	$0.30
73	o1· OpenAI	30.7	$15.00
74	Claude 3.7 Sonnet· Anthropic	28.6	n/a
75	R1 0528· DeepSeek	21.2	$0.50
76	GPT-5 Nano· OpenAI	20.7	$0.05
77	o1-preview· OpenAI	18.0	n/a
78	Grok-3 mini· xAI	16.5	n/a
79	R1· DeepSeek	15.8	$0.70
80	o1-mini· OpenAI	14.0	n/a
81	Qwen3 235B A22B Instruct 2507· Alibaba Qwen	11.0	$0.14
82	GPT-4.5· OpenAI	10.3	n/a
83	Grok 3· xAI	5.5	n/a
84	GPT-4.1· OpenAI	5.5	$2.00
85	U Magistral Small 1.1· Unknown	5.0	n/a
86	GPT-4o (2024-11-20)· OpenAI	4.5	$2.50
87	Llama 4 Maverick· Meta	4.4	$0.35
88	GPT-4.1 Mini· OpenAI	3.5	$0.40
89	Llama 4 Scout· Meta	0.5	$0.10
90	GPT-4.1 Nano· OpenAI	0.1	$0.10