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Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.6 27B

Summary

KAT-Coder-Pro V2.5 leads on average score with 6.8 vs 6.6. KAT-Coder-Pro V2.5 has the lower benchmark cost at $0.220 vs $0.336. KAT-Coder-Pro V2.5 is faster at 10.81s vs 59.71s, with pass rates of 71.4% vs 60.3%.

Recommended modelKAT-Coder-Pro V2.5It has the best score here (6.8), while costing about 1.5x less than Qwen3.6 27B (medium).

Last updated at: 2026-07-14

Metric KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Release: 2026-07-14 Qwen3.6 27B Qwen3.6 27B medium Release: 2026-04-20
Score 6.8 6.6
Rank #89 #99
Reliability 10.0 10.0
Consistency 7.3 8.2
Tests Correct
Attempt pass rate 71.4% 60.3%
Flaky tests 7 5
Total Runs 63 63
Cost per result 1.992 3.361
Total Cost $0.220 $0.336
Input Price $0.740 / 1M $0.290 / 1M
Output Price $2.960 / 1M $2.400 / 1M
Total Input Tokens 42,749 39,376
Output Tokens 63,338 16,189
Reasoning Tokens 0 122,521
Response Time (avg) 10.81s 59.71s
Response Time (max) 53.57s 168.22s
Response Time (total) 227.02s 1254.01s

Generation showcase

Hamster playing table tennis

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

#89 KAT-Coder-Pro V2.5

none
Cost
$0.010
Time
29.0s
Tokens
3,439 tok

#99 Qwen3.6 27B

medium
Cost
$0.009
Time
39.6s
Tokens
3,090 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
KAT-Coder-Pro V2.5 6.1 4.7 66.7% 2 22.52s 7,893 22,440 0
Qwen3.6 27B 7.7 10.0 66.7% 0 142.99s 5,051 7,968 43,367

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