Benchmarks / Composite

Vals Index

GDP-weighted measure of agentic model performance across finance, coding, and legal tasks.

47models
–Open Index weight
2026-10-13last updated
Vals AIpublisher

Vals Index

Higher is better · best effort per model

Chart settings
47 of 47 selected

full table below

#ModelEffortScoreCost / taskHarness
1Gemini 4high68.9%$15.68–
2Sonnet 5.5max67.0%$21.34–
3Opus 5.5max67.0%$32.14–
4Fable 5.1max65.8%$28.71–
5Wonder Fullmax64.6%$8.56–
6Opus 5max63.7%$19.31–
7GPT-6 Astramax63.1%$18.46–
8Fable 5max61.4%$29.59–
9GPT-6.1 Solmax61.2%$3.24–
10Wondermax61.1%$11.43–
11Muse Spark 1.3max58.2%$3.79–
12GPT-5.6 Solmax58.0%$14.24–
13GPT-6 Solmax57.5%$7.58–
14MiMo V2.6 Prohigh55.2%$0.410–
15Opus 4.8max55.1%$13.14–
16Grok 4.7xhigh54.9%$12.11–
17Gemini 3.8 Flashhigh54.9%$5.71–
18Haiku 5.5max54.4%$3.00–
19GLM 5.3max53.5%$7.25–
20MiMo V2.6 Flashhigh53.2%$0.202–
21GPT-5.6 Terramax53.1%$5.78–
22Grok 4.6high52.1%$4.49–
23Sonnet 5max51.9%$13.69–
24GPT-5.6 Lunamax51.7%$0.824–
25DeepSeek V4.1 Flashhigh51.3%$0.332–
26Gemini 3.7 Flashhigh51.3%$4.67–
27GPT-6 Lunamax51.2%$0.431–
28Ember-1–50.9%$9.66–
29Kimi K3max50.3%$6.44–
30Hy4–49.9%$1.44–
31Step 5 Preview–49.4%$2.63–
32Muse Spark 1.2xhigh49.3%$1.94–
33Qwen 3.8 Maxmax48.3%$4.96–
34Mistral Large 4high48.1%$13.78–
35DeepSeek V4 Flash 0731high48.0%$0.848–
36DeepSeek V4 Pro 0813max47.6%$3.35–
37Gemini 3.5 Flashhigh44.8%$3.30–
38Grok 4.5high44.7%$2.42–
39GLM 5.3 Flashmax44.6%$1.03–
40DeepSeek V4max38.6%$1.31–
41MiniMax M3max36.5%$3.08–
42MiMo V2.5 Proxhigh33.8%$0.162–
43Gemini 3.1 Prohigh33.4%$2.18–
44GPT-5.4 Minixhigh33.2%$1.45–
45Inklingmax28.7%$1.46–
46Inkling Smallxhigh25.5%$0.282–
47Mercury 2.5high8.9%$0.285–