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Google: Gemini 3 Flash Preview vs StepFun: Step 3.7 Flash

Summary

Gemini 3 Flash Preview (medium) leads on average score with 9.6 vs 7.7. Step 3.7 Flash (low) has the lower benchmark cost at $0.341 vs $0.667. Step 3.7 Flash (low) is faster at 15.74s vs 18.64s, with pass rates of 98.4% vs 68.3%.

Recommended modelGemini 3 Flash Preview (medium)It has the strongest score in this comparison (9.6) and the best overall balance of cost and response time across all 2 models.

Last updated at: 2026-07-14

Metric Gemini 3 Flash Preview Gemini 3 Flash Preview medium Release: 2025-12-17 Step 3.7 Flash Step 3.7 Flash low Release: 2026-05-29
Score 9.6 7.7
Rank #2 #51
Reliability 10.0 10.0
Consistency 9.7 8.4
Tests Correct
Attempt pass rate 98.4% 68.3%
Flaky tests 1 4
Total Runs 63 63
Cost per result 3.335 2.840
Total Cost $0.667 $0.341
Input Price $0.500 / 1M $0.200 / 1M
Output Price $3.000 / 1M $1.150 / 1M
Total Input Tokens 37,017 40,101
Output Tokens 2,006 289,325
Reasoning Tokens 214,153 0
Response Time (avg) 18.64s 15.74s
Response Time (max) 117.26s 124.75s
Response Time (total) 391.35s 330.63s

Generation showcase

Hamster playing table tennis

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

#2 Gemini 3 Flash Preview

medium
Cost
$0.010
Time
17.9s
Tokens
3,236 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 Flash Preview 8.6 7.6 88.9% 1 84.40s 8,122 462 161,084
Step 3.7 Flash 8.2 7.2 88.9% 1 9.46s 7,437 18,685 0

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