StepFun: Step 3.5 Flash vs Google: Gemma 4 31B
Head-to-head API cost, context, and performance comparison. Synced at 2:29:03 PM.
Executive Summary
When evaluating StepFun: Step 3.5 Flash against Google: Gemma 4 31B, the pricing structure is a key differentiator. StepFun: Step 3.5 Flash is approximately 22% more cost-effective per 1 million tokens overall.
However, when looking at raw reasoning capabilities, Google: Gemma 4 31B leads with a statistical ELO score of 1433. For tasks involving complex logic, coding, or instruction-following, developers might prefer Google: Gemma 4 31B, 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 StepFun: Step 3.5 Flash cheaper than Google: Gemma 4 31B?
Yes. StepFun: Step 3.5 Flash is cheaper for both input and output generation compared to Google: Gemma 4 31B. Exploring alternatives often yields cost reductions.
Which model has the larger context window?
Both models offer an identical context window of 262,144 tokens.