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

Summary

Gemini 3 Flash Preview (medium) leads on average score with 9.6 vs 7.5. KAT-Coder-Pro V2.5 (medium) has the lower benchmark cost at $0.275 vs $0.667. KAT-Coder-Pro V2.5 (medium) is faster at 12.95s vs 18.64s, with pass rates of 98.4% vs 65.1%.

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 KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Release: 2026-07-14
Score 9.6 7.5
Rank #2 #60
Reliability 10.0 10.0
Consistency 9.7 7.7
Tests Correct
Attempt pass rate 98.4% 65.1%
Flaky tests 1 6
Total Runs 63 63
Cost per result 3.335 2.498
Total Cost $0.667 $0.275
Input Price $0.500 / 1M $0.740 / 1M
Output Price $3.000 / 1M $2.960 / 1M
Total Input Tokens 37,017 42,750
Output Tokens 2,006 2,098
Reasoning Tokens 214,153 80,027
Response Time (avg) 18.64s 12.95s
Response Time (max) 117.26s 81.45s
Response Time (total) 391.35s 271.92s

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

#60 KAT-Coder-Pro V2.5

medium
Cost
$0.009
Time
25.6s
Tokens
2,939 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
KAT-Coder-Pro V2.5 7.8 10.0 66.7% 0 33.10s 7,893 416 33,658

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