Racing Gemma 4 31B (Google) against a typical person on outline a financial model: 3 hr by hand versus 14 s for the model, 800× faster, 74% accurate on this task's rubric. ✗ Too small for this one. Try GLM-5.2. It used 430 tokens for a cost of $0.00: see how that stacks up against every other model →

Gemma 4 31B vs. a person: "Outline a financial model"

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AnthropicOpenAIMetaDeepSeekGoogleZ-AINVIDIAMiniMaxKrutrimSarvam AI
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Simple? — 0/25 raced
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"You" is a typical time for a person doing the task by hand, unless you've taken the 15-second typing test above, in which case it's your own. "AI" is a recorded run for the selected model, shown to scale. Stage times, accuracy, and token cost are placeholder profiles until runs are recorded and scored. How we measure → · FAQ → · Model comparison → · Open dataset →