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Google: Gemini 3.1 Flash Lite Preview vs StepFun: Step 3.7 Flash

Summary

Gemini 3.1 Flash Lite Preview (medium) leads on average score with 7.8 vs 7.7. Gemini 3.1 Flash Lite Preview (medium) has the lower benchmark cost at $0.068 vs $0.341. Gemini 3.1 Flash Lite Preview (medium) is faster at 3.96s vs 15.74s, with pass rates of 61.9% vs 68.3%.

Recommended modelGemini 3.1 Flash Lite Preview (medium)It has the best score here (7.8), while costing about 5.0x less than Step 3.7 Flash (low).

Last updated at: 2026-07-14

Metric Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium Release: 2026-03-03 Step 3.7 Flash Step 3.7 Flash low Release: 2026-05-29
Score 7.8 7.7
Rank #42 #51
Reliability 10.0 10.0
Consistency 10.0 8.4
Tests Correct
Attempt pass rate 61.9% 68.3%
Flaky tests 0 4
Total Runs 63 63
Cost per result 0.523 2.840
Total Cost $0.068 $0.341
Input Price $0.250 / 1M $0.200 / 1M
Output Price $1.500 / 1M $1.150 / 1M
Total Input Tokens 37,786 40,101
Output Tokens 2,210 289,325
Reasoning Tokens 36,744 0
Response Time (avg) 3.96s 15.74s
Response Time (max) 14.93s 124.75s
Response Time (total) 83.06s 330.63s

Generation showcase

Hamster playing table tennis

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

#42 Gemini 3.1 Flash Lite Preview

medium
Cost
$0.003
Time
5.2s
Tokens
1,944 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 3.1 Flash Lite Preview 5.5 10.0 33.3% 0 4.09s 8,126 461 8,597
Step 3.7 Flash 8.2 7.2 88.9% 1 9.46s 7,437 18,685 0

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