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Kwaipilot: KAT-Coder-Air V2.5 vs Nemotron 3 Ultra 550b A55b

Summary

KAT-Coder-Air V2.5 (medium) leads on average score with 6.2 vs 6.1. Nemotron 3 Ultra 550b A55b has the lower benchmark cost at $0.027 vs $0.045. Nemotron 3 Ultra 550b A55b is faster at 2.27s vs 8.28s, with pass rates of 47.6% vs 44.4%.

Recommended modelNemotron 3 Ultra 550b A55bIts score stays close to the best score here (6.1 vs 6.2), while costing about 1.7x less than KAT-Coder-Air V2.5 (medium).

Last updated at: 2026-07-14

Metric KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Release: 2026-07-14 Nemotron 3 Ultra 550b A55b Nemotron 3 Ultra 550b A55b none Release: 2026-06-04 Free Available
Score 6.2 6.1
Rank #115 #121
Reliability 9.7 10.0
Consistency 8.8 9.2
Tests Correct
Attempt pass rate 47.6% 44.4%
Flaky tests 3 2
Total Runs 63 63
Cost per result 0.562 0.000
Total Cost $0.045 $0.027
Input Price $0.150 / 1M $0.500 / 1M
Output Price $0.600 / 1M $2.200 / 1M
Total Input Tokens 42,750 43,326
Output Tokens 7,759 2,138
Reasoning Tokens 56,357 0
Response Time (avg) 8.28s 2.27s
Response Time (max) 48.19s 13.49s
Response Time (total) 173.80s 47.65s

Generation showcase

Hamster playing table tennis

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

#115 KAT-Coder-Air V2.5

medium
Cost
$0.003
Time
23.7s
Tokens
4,924 tok

#121 Nemotron 3 Ultra 550b A55b

none
Cost
$0.000
Time
149.6s
Tokens
3,405 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-Air V2.5 3.6 7.0 22.2% 1 23.37s 7,893 5,199 29,973
Nemotron 3 Ultra 550b A55b 5.5 10.0 33.3% 0 1.02s 7,623 369 0

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