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Kwaipilot: KAT-Coder-Pro V2.5 vs xAI: Grok 4.5

Summary

Grok 4.5 (low) leads on average score with 7.8 vs 7.5. KAT-Coder-Pro V2.5 (medium) has the lower benchmark cost at $0.275 vs $0.760. KAT-Coder-Pro V2.5 (medium) is faster at 12.95s vs 15.48s, with pass rates of 65.1% vs 74.6%.

Recommended modelKAT-Coder-Pro V2.5 (medium)Its score stays close to the best score here (7.5 vs 7.8), while costing about 2.8x less than Grok 4.5 (low).

Last updated at: 2026-07-14

Metric KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Release: 2026-07-14 Grok 4.5 Grok 4.5 low Release: 2026-07-08
Score 7.5 7.8
Rank #60 #41
Reliability 10.0 10.0
Consistency 7.7 9.7
Tests Correct
Attempt pass rate 65.1% 74.6%
Flaky tests 6 1
Total Runs 63 63
Cost per result 2.498 5.061
Total Cost $0.275 $0.760
Input Price $0.740 / 1M $2.000 / 1M
Output Price $2.960 / 1M $6.000 / 1M
Total Input Tokens 42,750 58,652
Output Tokens 2,098 1,735
Reasoning Tokens 80,027 105,233
Response Time (avg) 12.95s 15.48s
Response Time (max) 81.45s 205.28s
Response Time (total) 271.92s 324.98s

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

#41 xAI: Grok 4.5

low
Cost
$0.011
Time
12.4s
Tokens
2,018 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
Grok 4.5 10.0 10.0 100.0% 0 13.72s 9,579 303 15,641

Quick Compare

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