Inference
Vals AI

EMB

Evaluating agents on Excel-based financial modeling tasks

ModelsModels with a result.55
Top resultBest result on this test.76.7%Claude Fable 5.1
Top-3 spreadPoints from first to third.3.1 pts
UpdatedDate the source changed the results.21 Sept 2026

Result and cost

020406080100$0.03$0.1$0.3$1$3$10$30RESULTUS DOLLARS PER TASK · LOG SCALE

Results

55 results
#ModelResultThe score from the source.CostUS dollars to run one task.TimeTime to run one task.
01Claude Fable 5.176.7%$15.9330 min
02Claude Fable 573.7%$12.3527 min
03Claude Opus 573.6%$6.0726 min
04GPT-5.6 Sol72.3%$6.0110 min
05Gemini 3.8 Flash72.2%$8.2413 min
06GPT-6 Astra71.7%$5.8313 min
07Gemini 3.7 Flash71.3%$5.6911 min
08Claude Opus 4.869.4%$12.0644 min
09Muse Spark 1.3 Max67.4%$2.5514 min
10GPT-5.6 Luna67.1%$0.29611 min
11Grok 4.767.0%$9.4935 min
12Claude Sonnet 566.3%$15.4450 min
13GPT-5.6 Terra66.2%$1.9214 min
14Gemini 3.6 Flash65.4%$3.8912 min
15GPT-5.564.5%$3.2715 min
16Claude Opus 4.763.7%$12.7639 min
17Gemini 3.5 Flash63.5%$5.1719 min
18Grok 4.662.7%$3.0653 min
19Muse Spark 1.362.7%$3.5523 min
20GLM-5.261.5%$4.4759 min
21Claude Sonnet 4.660.2%$7.2354 min
22Qwen3.8 Max60.1%$2.6658 min
23Qwen3.8-27B59.7%$4.5623 min
24Hy4 preview58.1%$0.78731 min
25DeepSeek V4.1 Flash57.2%$0.23413 min
26Qwen3.7 Max57.0%$2.8633 min
27Muse Spark 1.257.0%$2.3117 min
28DeepSeek V4 Flash 042357.0%$0.38426 min
29Muse Spark 1.156.4%$1.1115 min
30GLM-5.356.3%$3.7936 min
31GLM-5.3-Flash55.9%$0.71375 min
32MiMo-V2.5-Pro55.2%$0.22129 min
33MiMo-V2.555.1%$0.08331 min
34Grok 4.552.9%$1.5518 min
35Gemini 3.1 Pro Preview52.6%$3.7712 min
36DeepSeek V4 Pro 042352.2%$0.79714 min
37Qwen3.7 Plus49.3%$0.59837 min
38MiniMax M347.8%$2.0932 min
39GPT-5.4 mini45.4%$2.1543 min
40GPT-5.4 nano44.8%$0.57329 min
41Gemini 3.5 Flash-Lite43.2%$1.238 min
42Inkling38.4%$1.6726 min
43Qwen3.6 Plus32.9%$2.8731 min
44Inkling-Small31.8%$0.24920 min
45Kimi K2.5 Thinking28.5%$0.78763 min
46MiniMax M2.728.5%$1.6620 min
47Gemini 3 Flash Preview26.0%$0.4535 min
48Ling 3.0 Flash25.0%$0.1812 min
49Claude Haiku 4.5 Thinking22.7%$1.0312 min
50Grok 4.318.4%$0.6345 min
51Nemotron Lightning 3p5 30B A3B17.0%$0.18239 min
52Grok 4.20 (Reasoning)11.7%$0.476 min
53Mistral Medium 3.511.2%$10.651 min
54Mercury 2.58.8%$0.425 min
55Gemini 3.1 Flash Lite Preview8.6%$0.06967 s