Vals Multimodal Index: leaderboard

Vals AI averages its finance, coding and education benchmark results, weighting each sector by its share of United States output. The parts cover finance and tax documents, software and terminal tasks, and grading handwritten student maths. Vals has archived it and no longer adds new models; it spans 0 to 100, higher is better, read here via benchmarklist.com. Source: vals.ai/benchmarks/vals_multimodal_index.

Metric: Score (imported). Source: benchmarklist.com. Saturation forecast: Around September 2027. 29 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 5 (Max)74.15#16 (Claude Fable 5)
2Claude Opus 573.9#12
3Kimi K373.42#30
4GPT-5.6 Sol (Max)72.19#19 (GPT-5.6 Sol)
5Claude Opus 4.8 (Max)70.89#37 (Claude Opus 4.8)
6GPT-5.6 Luna (Max)69.06#68 (GPT-5.6 Luna)
7Claude Sonnet 5 (Max)68.83#57 (Claude Sonnet 5)
8GPT-5.5 (xHigh)68.07#31 (GPT-5.5)
9Claude Opus 4.7 (High)67.36#49 (Claude Opus 4.7)
10Muse Spark 1.1 (xHigh)66.74#52 (Muse Spark 1.1)
11GPT-5.6 Terra (xHigh)65.07#41 (GPT-5.6 Terra)
12Grok 4.5 (High)63.42#48 (Grok 4.5)
13Gemini 3.5 Flash (High)62.93#60 (Gemini 3.5 Flash)
14Gemini 3.6 Flash (High)62.8#51 (Gemini 3.6 Flash)
15Claude Sonnet 4.6 (Max)60.57#90 (Claude Sonnet 4.6)

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

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