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Google: Gemini 3.5 Flash vs StepFun: Step 3.7 Flash

Summary

Gemini 3.5 Flash (high) leads on average score with 9.8 vs 7.7. Step 3.7 Flash (low) has the lower benchmark cost at $0.341 vs $1.115. Gemini 3.5 Flash (high) is faster at 8.84s vs 15.74s, with pass rates of 96.8% vs 68.3%.

Recommended modelGemini 3.5 Flash (high)It has the best score here (9.8), while responding about 1.8x faster than Step 3.7 Flash (low).

Last updated at: 2026-07-14

Metric Gemini 3.5 Flash Gemini 3.5 Flash high Release: 2026-05-19 Step 3.7 Flash Step 3.7 Flash low Release: 2026-05-29
Score 9.8 7.7
Rank #1 #51
Reliability 10.0 10.0
Consistency 9.6 8.4
Tests Correct
Attempt pass rate 96.8% 68.3%
Flaky tests 1 4
Total Runs 63 63
Cost per result 5.575 2.840
Total Cost $1.115 $0.341
Input Price $1.500 / 1M $0.200 / 1M
Output Price $9.000 / 1M $1.150 / 1M
Total Input Tokens 37,594 40,101
Output Tokens 1,975 289,325
Reasoning Tokens 115,638 0
Response Time (avg) 8.84s 15.74s
Response Time (max) 34.82s 124.75s
Response Time (total) 185.57s 330.63s

Generation showcase

Hamster playing table tennis

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

#1 Gemini 3.5 Flash

high
Cost
$0.208
Time
118.2s
Tokens
23,158 tok

#51 Step 3.7 Flash

low
Invalid SVG
Cost
$0.004
Time
25.3s
Tokens
3,072 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 10.0 10.0 100.0% 0 22.96s 8,118 456 47,129
Step 3.7 Flash 8.2 7.2 88.9% 1 9.46s 7,437 18,685 0

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