CAIS Vision Capabilities Index
Averages model scores on five vision tests run by the Center for AI Safety: ERQA, MindCube, SpatialViz-Bench, IntPhys 2 and EnigmaEval.
One of three CAIS dashboard indexes, next to the Text Capabilities Index and the Risk Index. CAIS announced the dashboard in AI Safety Newsletter 66 on 2025-12-02. 52 models had scores on 2026-10-23.
- Level
- Research frontier Researchers, on open problems or tasks that take days
- Scored
- Checked automatically A program checks the result against an answer key, unit tests or the expected final state.
- Answers
- Short answer A number, word or short string matched to a key.
Gemini 4 Argon leads with 83.3
Best score per model from the benchmark's own leaderboard, read on 2 Nov 2026. Where a model ran with several settings or harnesses, we keep its best.
- 83.3
Gemini 4 Argon
- 83.0 GPT-6 Astra
- 77.9 GPT-6.1 Sol
- 76.8 Claude Opus 5.5
- 71.2
Muse Wonder
- 69.9
Gemini 3.8 Flash
- 68.9 Claude Fable 5.1
- 68.7
Gemini 3.7 Flash
- 68.0 Claude Opus 5
- 66.6 Claude Fable 5
- 66.4 GPT-5.6 Sol
- 64.6
Gemini 3.5 Flash
- 64.3 GPT-5.5
- 62.1
Gemini 3.1 Pro
- 60.6 Kimi K3
- 60.1
Muse Spark 1.1
- 59.4
Muse Spark Open
- 59.3
Gemini 3 Flash
- 57.7 GPT-5.4
- 57.1
Gemini 3 Pro
- 56.2 Grok 4.5
- 55.3 Kimi K2.6
- 55.1 GPT-5.6 Terra
- 53.7 GPT-5.6 Luna
- 53.0 Claude Opus 4.8
- 52.2 GPT-5.2
- 51.2 Claude Opus 4.7
- 48.5 Grok 4.20
- 48.4 Grok 4.3
- 47.8 GPT-5
- 47.7 Claude Opus 4.6
- 47.5 GPT-5 mini
- 47.4 GPT-5.1
- 46.6 GPT-5.4 Mini
- 46.5 o3
- 46.3 Claude Sonnet 4.6
- 45.7
Gemini 2.5 Pro
- 45.4 Claude Opus 4.5
- 44.7
Gemini 3.1 Flash-Lite
- 42.5 Grok 4
- 42.1 Claude Sonnet 4.5
- 41.1
Gemini 2.5 Flash
- 40.9 o1
- 39.5 Grok 4.1 Fast
- 38.9 GPT-5.4 Nano
- 38.1
Gemini 2.5 Flash-Lite
- 37.7 Grok 4 Fast
- 37.5 Claude Haiku 4.5
- 36.8 o4-mini
- 36.0 GPT-4o
- 34.3 GPT-5 nano
- 33.9 Claude 3.7 Sonnet
- 26.4 Claude Sonnet 4
- 1
Gemini 4 Argon high 83.3
- 2 GPT-6 Astra high 83.0
- 3 GPT-6.1 Sol high 77.9
- 4 Claude Opus 5.5 high 76.8
- 5
Muse Wonder high 71.2
- 6
Gemini 3.8 Flash high 69.9
- 7 Claude Fable 5.1 high 68.9
- 8
Gemini 3.7 Flash high 68.7
- 9 Claude Opus 5 high 68.0
- 10 Claude Fable 5 high 66.6
- 11 GPT-5.6 Sol high 66.4
- 12
Gemini 3.5 Flash 64.6
- 13 GPT-5.5 high 64.3
- 14
Gemini 3.1 Pro high 62.1
- 15 Kimi K3 high 60.6
- 16
Muse Spark 1.1 high 60.1
- 17
Muse Spark Open high 59.4
- 18
Gemini 3 Flash high 59.3
- 19 GPT-5.4 high 57.7
- 20
Gemini 3 Pro high 57.1
- 21 Grok 4.5 56.2
- 22 Kimi K2.6 55.3
- 23 GPT-5.6 Terra high 55.1
- 24 GPT-5.6 Luna high 53.7
- 25 Claude Opus 4.8 high 53.0
- 26 GPT-5.2 high 52.2
- 27 Claude Opus 4.7 51.2
- 28 Grok 4.20 48.5
- 29 Grok 4.3 48.4
- 30 GPT-5 high 47.8
- 31 Claude Opus 4.6 47.7
- 32 GPT-5 mini high 47.5
- 33 GPT-5.1 high 47.4
- 34 GPT-5.4 Mini high 46.6
- 35 o3 high 46.5
- 36 Claude Sonnet 4.6 46.3
- 37
Gemini 2.5 Pro Jun 2025, high 45.7
- 38 Claude Opus 4.5 thinking 45.4
- 39
Gemini 3.1 Flash-Lite high 44.7
- 40 Grok 4 42.5
- 41 Claude Sonnet 4.5 thinking 42.1
- 42
Gemini 2.5 Flash Jun 2025, high 41.1
- 43 o1 40.9
- 44 Grok 4.1 Fast 39.5
- 45 GPT-5.4 Nano high 38.9
- 46
Gemini 2.5 Flash-Lite Jun 2025, high 38.1
- 47 Grok 4 Fast 37.7
- 48 Claude Haiku 4.5 thinking 37.5
- 49 o4-mini high 36.8
- 50 GPT-4o Nov 2024 36.0
- 51 GPT-5 nano high 34.3
- 52 Claude 3.7 Sonnet thinking 33.9
- 53 Claude Sonnet 4 thinking 26.4
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | | 83.3 | high | Sep 2026 | Official leaderboard |
| 2 | GPT-6 Astra | 83.0 | high | Sep 2026 | Official leaderboard |
| 3 | GPT-6.1 Sol | 77.9 | high | Sep 2026 | Official leaderboard |
| 4 | Claude Opus 5.5 | 76.8 | high | Sep 2026 | Official leaderboard |
| 5 | | 71.2 | high | Oct 2026 | Official leaderboard |
| 6 | | 69.9 | high | Sep 2026 | Official leaderboard |
| 7 | Claude Fable 5.1 | 68.9 | high | Sep 2026 | Official leaderboard |
| 8 | | 68.7 | high | Aug 2026 | Official leaderboard |
| 9 | Claude Opus 5 | 68.0 | high | Jul 2026 | Official leaderboard |
| 10 | Claude Fable 5 | 66.6 | high | Jun 2026 | Official leaderboard |
| 11 | GPT-5.6 Sol | 66.4 | high | Jul 2026 | Official leaderboard |
| 12 | | 64.6 | May 2026 | Official leaderboard | |
| 13 | GPT-5.5 | 64.3 | high | Apr 2026 | Official leaderboard |
| 14 | | 62.1 | high | Feb 2026 | Official leaderboard |
| 15 | Kimi K3 | 60.6 | high | Jul 2026 | Official leaderboard |
| 16 | | 60.1 | high | Jul 2026 | Official leaderboard |
| 17 | | 59.4 | high | Oct 2026 | Official leaderboard |
| 18 | | 59.3 | high | Dec 2025 | Official leaderboard |
| 19 | GPT-5.4 | 57.7 | high | Mar 2026 | Official leaderboard |
| 20 | | 57.1 | high | Nov 2025 | Official leaderboard |
| 21 | Grok 4.5 | 56.2 | Jul 2026 | Official leaderboard | |
| 22 | Kimi K2.6 | 55.3 | Apr 2026 | Official leaderboard | |
| 23 | GPT-5.6 Terra | 55.1 | high | Jul 2026 | Official leaderboard |
| 24 | GPT-5.6 Luna | 53.7 | high | Jul 2026 | Official leaderboard |
| 25 | Claude Opus 4.8 | 53.0 | high | May 2026 | Official leaderboard |
| 26 | GPT-5.2 | 52.2 | high | Dec 2025 | Official leaderboard |
| 27 | Claude Opus 4.7 | 51.2 | Apr 2026 | Official leaderboard | |
| 28 | Grok 4.20 | 48.5 | Feb 2026 | Official leaderboard | |
| 29 | Grok 4.3 | 48.4 | Apr 2026 | Official leaderboard | |
| 30 | GPT-5 | 47.8 | high | Aug 2025 | Official leaderboard |
| 31 | Claude Opus 4.6 | 47.7 | Feb 2026 | Official leaderboard | |
| 32 | GPT-5 mini | 47.5 | high | Aug 2025 | Official leaderboard |
| 33 | GPT-5.1 | 47.4 | high | Nov 2025 | Official leaderboard |
| 34 | GPT-5.4 Mini | 46.6 | high | Mar 2026 | Official leaderboard |
| 35 | o3 | 46.5 | high | Apr 2025 | Official leaderboard |
| 36 | Claude Sonnet 4.6 | 46.3 | Feb 2026 | Official leaderboard | |
| 37 | | 45.7 | high | Jun 2025 | Official leaderboard |
| 38 | Claude Opus 4.5 | 45.4 | thinking | Nov 2025 | Official leaderboard |
| 39 | | 44.7 | high | Mar 2026 | Official leaderboard |
| 40 | Grok 4 | 42.5 | Jul 2025 | Official leaderboard | |
| 41 | Claude Sonnet 4.5 | 42.1 | thinking | Sep 2025 | Official leaderboard |
| 42 | | 41.1 | high | Jun 2025 | Official leaderboard |
| 43 | o1 | 40.9 | Dec 2024 | Official leaderboard | |
| 44 | Grok 4.1 Fast | 39.5 | Nov 2025 | Official leaderboard | |
| 45 | GPT-5.4 Nano | 38.9 | high | Mar 2026 | Official leaderboard |
| 46 | | 38.1 | high | Jun 2025 | Official leaderboard |
| 47 | Grok 4 Fast | 37.7 | Sep 2025 | Official leaderboard | |
| 48 | Claude Haiku 4.5 | 37.5 | thinking | Oct 2025 | Official leaderboard |
| 49 | o4-mini | 36.8 | high | Apr 2025 | Official leaderboard |
| 50 | GPT-4o Nov 2024 | 36.0 | Nov 2024 | Official leaderboard | |
| 51 | GPT-5 nano | 34.3 | high | Aug 2025 | Official leaderboard |
| 52 | Claude 3.7 Sonnet | 33.9 | thinking | Feb 2025 | Official leaderboard |
| 53 | Claude Sonnet 4 | 26.4 | thinking | May 2025 | Official leaderboard |
12 models have held number one since its release in Dec 2025
Lab claims count from the day the card came out, independent runs from the model’s release.
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
No lab model card reports it yet
We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark.
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