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North Mini Code vs Kwaipilot: KAT-Coder-Air V2.5

Summary

KAT-Coder-Air V2.5 (low) leads on average score with 6.0 vs 5.8. North Mini Code (medium) has the lower benchmark cost at $0.000 vs $0.030. KAT-Coder-Air V2.5 (low) is faster at 6.47s vs 106.18s, with pass rates of 50.8% vs 46.0%.

Recommended modelKAT-Coder-Air V2.5 (low)It has the best score here (6.0), while responding about 16.4x faster than North Mini Code (medium).

Last updated at: 2026-07-14

Metric North Mini Code North Mini Code medium Release: 2026-06-18 Free Available KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Release: 2026-07-14
Score 5.8 6.0
Rank #131 #124
Reliability 8.5 9.7
Consistency 8.5 7.6
Tests Correct
Attempt pass rate 50.8% 46.0%
Flaky tests 4 6
Total Runs 55 63
Cost per result 0.000 0.427
Total Cost $0.000 $0.030
Input Price $0.000 / 1M $0.150 / 1M
Output Price $0.000 / 1M $0.600 / 1M
Total Input Tokens 32,891 42,464
Output Tokens 424,772 4,227
Reasoning Tokens 1,021,489 34,864
Response Time (avg) 106.18s 6.47s
Response Time (max) 357.05s 25.49s
Response Time (total) 2229.70s 135.80s

Generation showcase

Hamster playing table tennis

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

#131 North Mini Code

medium
Cost
$0.000
Time
51.8s
Tokens
12,460 tok

#124 KAT-Coder-Air V2.5

low
Cost
$0.004
Time
29.9s
Tokens
6,008 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
North Mini Code 4.5 4.9 33.3% 2 320.43s 7,119 219,891 561,569
KAT-Coder-Air V2.5 3.5 7.3 11.1% 1 11.06s 7,893 2,001 13,623

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