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Google: Gemini 2.5 Flash vs Kwaipilot: KAT-Coder-Air V2.5

Summary

The average score is effectively tied at 6.2 vs 6.2. Gemini 2.5 Flash has the lower benchmark cost at $0.016 vs $0.045. Gemini 2.5 Flash is faster at 875ms vs 8.28s, with pass rates of 46.0% vs 47.6%.

Recommended modelGemini 2.5 FlashIt has the best score here (6.2), while costing about 3.0x less than KAT-Coder-Air V2.5 (medium).

Last updated at: 2026-07-14

Metric Gemini 2.5 Flash Gemini 2.5 Flash none Release: 2025-06-17 KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Release: 2026-07-14
Score 6.2 6.2
Rank #114 #115
Reliability 10.0 9.7
Consistency 9.6 8.8
Tests Correct
Attempt pass rate 46.0% 47.6%
Flaky tests 1 3
Total Runs 63 63
Cost per result 0.169 0.562
Total Cost $0.016 $0.045
Input Price $0.300 / 1M $0.150 / 1M
Output Price $2.500 / 1M $0.600 / 1M
Total Input Tokens 35,926 42,750
Output Tokens 1,770 7,759
Reasoning Tokens 0 56,357
Response Time (avg) 875ms 8.28s
Response Time (max) 4.39s 48.19s
Response Time (total) 18.37s 173.80s

Generation showcase

Hamster playing table tennis

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

#114 Gemini 2.5 Flash

none
Invalid SVG
Cost
$0.164
Time
215.5s
Tokens
65,659 tok

#115 KAT-Coder-Air V2.5

medium
Cost
$0.003
Time
23.7s
Tokens
4,924 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 2.5 Flash 5.5 10.0 33.3% 0 736ms 8,122 483 0
KAT-Coder-Air V2.5 3.6 7.0 22.2% 1 23.37s 7,893 5,199 29,973

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