CAIS Vision Capabilities Index: leaderboard

BenchmarkList computes this index as the plain mean of six CAIS AI Dashboard measures, for models that have all six: EnigmaEval puzzles, IntPhys2 physics, ERQA embodied reasoning, MindCube spatial navigation, SpatialViz mental visualisation and ART. ART is the dashboard's Agent Red Teaming attack success rate, where lower is better, so this mean, ranked higher is better, mixes directions. Source: dashboard.safe.ai.

Metric: Vision Capabilities Index (imported). Source: dashboard.safe.ai. Source: benchmarklist.com. Saturation forecast: Around January 2028. 43 models tracked.

Top models

#ModelScoreOverall rank
1GPT-6 Astra71.5#6
2Claude Opus 5.568.1#3
3GPT-6.1 Sol68#7
4Gemini 3.5 Flash65.9#60
5Gemini 3 Flash64.9#99
6Claude Opus 563.9#12
7Gemini 3.7 Flash63.7#23
8Kimi K363.2#30
9Gemini 3.8 Flash63.2#21
10Gemini 3.1 Pro (Preview)63.1#58
11Claude Fable 5.163.1#9
12Claude Fable 562.1#16
13GPT-5.6 Sol62#19
14Kimi K2.661.2#104
15Grok 4.560.8#48

No result here: #8 Gemini 4 Argon, #10 Muse Wonder Full.

Interactive version: theaggregate.ai/benchmark?slug=cais-vision-capabilities-index · How It Works · Data refreshed daily, snapshot 2026-10-20.