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Kwaipilot: KAT-Coder-Pro V2.5 vs OpenAI: GPT-5.3 Chat

Summary

The average score is effectively tied at 7.5 vs 7.5. KAT-Coder-Pro V2.5 (medium) has the lower benchmark cost at $0.275 vs $0.433. GPT-5.3 Chat is faster at 6.34s vs 12.95s, with pass rates of 65.1% vs 66.7%.

Recommended modelGPT-5.3 ChatIt has the best score here (7.5), while responding about 2.0x faster than KAT-Coder-Pro V2.5 (medium).

Last updated at: 2026-07-14

Metric KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Release: 2026-07-14 GPT-5.3 Chat GPT-5.3 Chat none Release: 2026-03-03
Score 7.5 7.5
Rank #60 #61
Reliability 10.0 10.0
Consistency 7.7 8.1
Tests Correct
Attempt pass rate 65.1% 66.7%
Flaky tests 6 5
Total Runs 63 63
Cost per result 2.498 3.605
Total Cost $0.275 $0.433
Input Price $0.740 / 1M $1.750 / 1M
Output Price $2.960 / 1M $14.000 / 1M
Total Input Tokens 42,750 34,209
Output Tokens 2,098 26,617
Reasoning Tokens 80,027 0
Response Time (avg) 12.95s 6.34s
Response Time (max) 81.45s 18.33s
Response Time (total) 271.92s 133.13s

Generation showcase

Hamster playing table tennis

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

#60 KAT-Coder-Pro V2.5

medium
Cost
$0.009
Time
25.6s
Tokens
2,939 tok

#61 GPT-5.3 Chat

none
Cost
$0.008
Time
8.1s
Tokens
634 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 7.8 10.0 66.7% 0 33.10s 7,893 416 33,658
GPT-5.3 Chat 5.6 4.7 55.6% 2 10.52s 7,302 6,632 0

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