Google: Gemma 4 31B vs StepFun: Step 3.5 Flash
Head-to-head API cost, context, and performance comparison. Synced at 9:19:13 PM.
Executive Summary
When evaluating Google: Gemma 4 31B against StepFun: Step 3.5 Flash, the pricing structure is a key differentiator. StepFun: Step 3.5 Flash is approximately 18% more cost-effective per 1 million tokens overall.
However, when looking at raw reasoning capabilities, StepFun: Step 3.5 Flash leads with a statistical ELO score of 1433. For tasks involving complex logic, coding, or instruction-following, developers might prefer StepFun: Step 3.5 Flash, provided their budget allows for the API burn rate.
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Raw Technical comparison
Verdict
If you are looking for pure performance and capability, Tie is statistically superior. However, if API burn rate is the primary concern, StepFun: Step 3.5 Flash wins out aggressively in pricing.
People Also Ask
Is Google: Gemma 4 31B cheaper than StepFun: Step 3.5 Flash?
No. StepFun: Step 3.5 Flash is the more cost-effective model, operating at a lower price point per 1 million tokens.
Which model has the larger context window?
Both models offer an identical context window of 262,144 tokens.