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Gemini 3.5 Flash vs Step 3.7 Flash (high)

The average score is effectively tied at 6.9 vs 6.8. Gemini 3.5 Flash has the lower benchmark cost at $1.093 vs $1.229. Gemini 3.5 Flash is faster at 10.18s vs 70.10s, with pass rates of 69.7% vs 60.6%.

Last updated at: 2026-09-10

Compared models

Rank
#152
Total Output Tokens
119,100
Response Time (avg)
10.18s
Total Cost
$1.093
Rank
#154
Total Output Tokens
1,050,900
Response Time (avg)
70.10s
Total Cost
$1.229
Recommended model Gemini 3.5 Flash

It has the best score here (6.9), while responding about 6.9x faster than Step 3.7 Flash (high).

Detailed comparison

Metric Gemini 3.5 Flash Gemini 3.5 Flash none Release: 2026-05-19 Step 3.7 Flash Step 3.7 Flash high Release: 2026-05-29
Score 6.9 6.8
Rank #152 #154
Reliability 10.0 10.0
Consistency 8.9 8.4
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 69.7% 60.6%
Flaky tests 3 4
Total Runs 66 66
Cost per result 7.805 11.167
Total Cost $1.093 $1.229
Input Price $1.500 / 1M $0.200 / 1M
Output Price $9.000 / 1M $1.150 / 1M
Total Input Tokens 13,852 98,700
Output Tokens 119,100 1,050,900
Reasoning Tokens 0 0
Response Time (avg) 10.18s 70.10s
Response Time (max) 64.36s 364.99s
Response Time (total) 183.29s 1542.14s
Parameters ~500B total (~20B active) 198B total (11B active)
Availability Closed Open source

Model generation showcase

Hamster playing table tennis

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

#152 Gemini 3.5 Flash

none
Cost
$0.225
Time
125.5s
Tokens
25,004 tok

#154 Step 3.7 Flash

high
Cost
$0.007
Time
63.6s
Tokens
6,030 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 8.8 7.8 88.9% 1 34.69s 8,122 75,927 0
Step 3.7 Flash 4.0 6.0 22.2% 1 206.21s 6,057 327,340 0

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