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Kwaipilot: KAT-Coder-Air V2.5 vs NVIDIA: Nemotron 3 Super

Summary

Nemotron 3 Super (medium) leads on average score with 6.3 vs 6.2. Nemotron 3 Super (medium) has the lower benchmark cost at $0.020 vs $0.064. KAT-Coder-Air V2.5 (high) is faster at 11.02s vs 32.00s, with pass rates of 46.0% vs 41.3%.

Recommended modelKAT-Coder-Air V2.5 (high)Its score stays close to the best score here (6.2 vs 6.3), while responding about 2.9x faster than Nemotron 3 Super (medium).

Last updated at: 2026-07-14

Metric KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Release: 2026-07-14 Nemotron 3 Super Nemotron 3 Super medium Release: 2026-03-11 Free Available
Score 6.2 6.3
Rank #110 #105
Reliability 9.7 10.0
Consistency 7.6 9.2
Tests Correct
Attempt pass rate 46.0% 41.3%
Flaky tests 6 2
Total Runs 63 63
Cost per result 0.910 0.004
Total Cost $0.064 $0.020
Input Price $0.150 / 1M $0.080 / 1M
Output Price $0.600 / 1M $0.450 / 1M
Total Input Tokens 41,748 37,527
Output Tokens 3,894 14,850
Reasoning Tokens 91,773 33,754
Response Time (avg) 11.02s 32.00s
Response Time (max) 104.98s 232.25s
Response Time (total) 231.37s 607.91s

Generation showcase

Hamster playing table tennis

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

#110 KAT-Coder-Air V2.5

high
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

#105 Nemotron 3 Super

medium
Cost
$0.000
Time
272.6s
Tokens
5,296 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 4.3 7.3 11.1% 1 39.07s 6,948 1,166 55,883
Nemotron 3 Super 3.1 10.0 0.0% 0 147.32s 2,275 797 4,424

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