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Google: Gemini 3 Flash Preview vs Kwaipilot: KAT-Coder-Pro V2.5

Summary

Gemini 3 Flash Preview leads on average score with 6.9 vs 6.8. Gemini 3 Flash Preview has the lower benchmark cost at $0.025 vs $0.220. Gemini 3 Flash Preview is faster at 1.65s vs 10.81s, with pass rates of 66.7% vs 71.4%.

Recommended modelGemini 3 Flash PreviewIt has the best score here (6.9), while costing about 9.1x less than KAT-Coder-Pro V2.5.

Last updated at: 2026-07-14

Metric Gemini 3 Flash Preview Gemini 3 Flash Preview none Release: 2025-12-17 KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Release: 2026-07-14
Score 6.9 6.8
Rank #84 #89
Reliability 10.0 10.0
Consistency 9.2 7.3
Tests Correct
Attempt pass rate 66.7% 71.4%
Flaky tests 2 7
Total Runs 63 63
Cost per result 0.186 1.992
Total Cost $0.025 $0.220
Input Price $0.500 / 1M $0.740 / 1M
Output Price $3.000 / 1M $2.960 / 1M
Total Input Tokens 37,011 42,749
Output Tokens 1,885 63,338
Reasoning Tokens 0 0
Response Time (avg) 1.65s 10.81s
Response Time (max) 3.56s 53.57s
Response Time (total) 23.07s 227.02s

Generation showcase

Hamster playing table tennis

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

#84 Gemini 3 Flash Preview

none
Cost
$0.003
Time
5.6s
Tokens
981 tok

#89 KAT-Coder-Pro V2.5

none
Cost
$0.010
Time
29.0s
Tokens
3,439 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 5.5 10.0 33.3% 0 1.80s 8,122 453 0
KAT-Coder-Pro V2.5 6.1 4.7 66.7% 2 22.52s 7,893 22,440 0

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