Inference
Vals AI

SAGE

Student Assessment with Generative Evaluation

ModelsModels with a result.80
Top resultBest result on this test.56.1%Claude Opus 4.7
Top-3 spreadPoints from first to third.1.3 pts
UpdatedDate the source changed the results.21 Sept 2026

Result and cost

020406080100$0.0003$0.001$0.003$0.01$0.03$0.1$0.3$1RESULTUS DOLLARS PER TASK · LOG SCALE

Results

80 results
#ModelResultThe score from the source.CostUS dollars to run one task.TimeTime to run one task.
01Claude Opus 4.756.1%$0.3312 min
02Gemma 4 31B55.0%$02 min
03Claude Opus 4.854.8%$0.5063 min
04GPT-5.6 Sol52.6%$0.14875 s
05Qwen3.8-27B52.4%$0.03683 s
06Claude Opus 4.5 Thinking52.1%$0.15487 s
07Claude Fable 551.9%$0.6522 min
08Gemini 3 Flash Preview51.8%$0.01843 s
09Claude Opus 4.6 (Adaptive)51.6%$0.3533 min
10GPT-5.551.5%$0.13676 s
11Qwen3.8 Max51.3%$0.0742 min
12GPT-5.4 mini50.8%$0.0762 min
13MiniMax M350.6%$0.0262 min
14Gemini 3.5 Flash49.9%$0.05333 s
15Kimi K2.5 Thinking49.9%$0.0293 min
16Gemini 3.1 Flash Lite Preview49.5%<$0.0116 s
17Claude Opus 549.4%$0.19356 s
18GPT-5.249.3%$0.1163 min
19Gemini 3.7 Flash49.2%$0.0269.8 s
20Claude Sonnet 548.9%$0.5897 min
21Gemini 3.6 Flash48.7%$0.04522 s
22Gemini 3.1 Pro Preview48.7%$0.06961 s
23Claude Fable 5.148.5%$0.612 min
24DeepSeek V4.1 Flash47.9%$0.01236 s
25Muse Spark 1.247.7%$0.03229 s
26Gemini 3 Pro47.6%$0.0122 min
27Gemini 3.5 Flash-Lite47.3%$0.01111 s
28GPT-5.6 Terra47.0%$0.03840 s
29Claude Sonnet 4.646.6%$0.2353 min
30GPT-6 Astra46.4%$0.28342 s
31Muse Spark 1.145.6%$0.02650 s
32Qwen3.6-27B45.6%$0.053 min
33Claude Opus 4.545.0%$0.01923 s
34Qwen3.6 Plus44.9%$0.0414 min
35Gemini 2.5 Flash44.8%<$0.0140 s
36GPT-5.6 Luna44.2%$0.01152 s
37Gemini 2.5 Flash (Preview)44.1%<$0.0132 s
38GPT-543.7%$0.03259 s
39GPT-5.443.3%$0.0983 min
40MiMo-V2.543.3%<$0.0153 s
41GPT-5.143.2%<$0.012 min
42GPT-5 mini43.0%<$0.0137 s
43Qwen3.5 Flash42.5%<$0.0185 s
44Qwen3 VL Plus42.1%<$0.0174 s
45Gemini 2.5 Pro41.9%<$0.0153 s
46o341.8%$0.02848 s
47o4-mini (high)41.1%$0.02927 s
48Grok 4.740.8%$0.3255 min
49Gemini 2.5 Flash Thinking39.6%<$0.0140 s
50Gemini 2.5 Flash Preview Thinking39.4%<$0.0127 s
51Qwen3.7 Plus39.3%$0.0223 min
52Grok 4.20 (Reasoning)38.2%$0.06366 s
53GPT-5.4 nano38.1%<$0.0134 s
54Mistral Medium 3.537.6%$0.07356 s
55Inkling36.6%$0.1633 min
56Claude Sonnet 4.5 Thinking36.1%$0.1384 min
57Llama4 Maverick Instruct Basic35.7%<$0.0144 s
58Gemini 3.8 Flash35.1%<$0.0129 s
59Claude Sonnet 435.0%$0.04617 s
60Grok 4.535.0%$0.1163 min
61Llama 4 Scout 17B 16E Instruct34.8%<$0.0133 s
62Claude Sonnet 4.532.9%$0.04617 s
63Inkling-Small32.7%$0.0233 min
64Claude Sonnet 4 Thinking32.0%$0.1112 min
65Claude Haiku 4.5 Thinking31.8%$0.05366 s
66Claude Opus 4.131.4%$0.21917 s
67Grok 4.1 Fast (Reasoning)31.3%<$0.0177 s
68Gemini 2.5 Flash Lite Preview Thinking30.8%<$0.0133 s
69Qwen3.5 Plus Thinking30.4%$0.0385 min
70Claude Opus 4.1 Thinking30.4%$0.31741 s
71GPT-5 nano30.4%<$0.0139 s
72Grok 4 Fast (Reasoning)29.8%$0.01232 s
73Grok 4.628.9%$0.113 min
74Gemini 2.5 Flash Lite Preview28.0%<$0.0115 s
75Gemini 2.5 Flash Lite27.5%<$0.0114 s
76Grok 425.1%$0.4054 min
77Mistral Large24.6%<$0.0155 s
78Grok 4.319.7%$0.0382 min
79Grok 4 Fast Non Reasoning16.0%<$0.016.9 s
80Grok 4.1 Fast Non Reasoning11.9%<$0.015.9 s