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Google: Gemini 3.5 Flash vs StepFun: Step 3.7 Flash

Summary

Gemini 3.5 Flash (low) leads on average score with 9.2 vs 8.5. Gemini 3.5 Flash (low) has the lower benchmark cost at $0.349 vs $0.376. Gemini 3.5 Flash (low) is faster at 3.27s vs 20.35s, with pass rates of 90.5% vs 73.0%.

Recommended modelGemini 3.5 Flash (low)It has the best score here (9.2), while responding about 6.2x faster than Step 3.7 Flash (medium).

Last updated at: 2026-07-14

Metric Gemini 3.5 Flash Gemini 3.5 Flash low Release: 2026-05-19 Step 3.7 Flash Step 3.7 Flash medium Release: 2026-05-29
Score 9.2 8.5
Rank #8 #23
Reliability 10.0 9.9
Consistency 10.0 9.3
Tests Correct
Attempt pass rate 90.5% 73.0%
Flaky tests 0 2
Total Runs 63 61
Cost per result 1.834 2.686
Total Cost $0.349 $0.376
Input Price $1.500 / 1M $0.200 / 1M
Output Price $9.000 / 1M $1.150 / 1M
Total Input Tokens 36,938 39,981
Output Tokens 2,033 319,958
Reasoning Tokens 30,519 0
Response Time (avg) 3.27s 20.35s
Response Time (max) 9.05s 113.98s
Response Time (total) 68.65s 427.42s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#8 Gemini 3.5 Flash

low
Cost
$0.068
Time
39.1s
Tokens
7,588 tok

#23 Step 3.7 Flash

medium
Cost
$0.006
Time
46.2s
Tokens
4,466 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini 3.5 Flash 7.8 10.0 66.7% 0 6.71s 8,118 458 13,420
Step 3.7 Flash 8.8 7.8 88.9% 1 27.42s 7,437 44,797 0

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