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DeepSeek: DeepSeek V4 Pro vs Kwaipilot: KAT-Coder-Pro V2.5

Summary

KAT-Coder-Pro V2.5 (medium) leads on average score with 7.5 vs 7.2. DeepSeek V4 Pro has the lower benchmark cost at $0.034 vs $0.275. DeepSeek V4 Pro is faster at 6.41s vs 12.95s, with pass rates of 52.4% vs 65.1%.

Recommended modelDeepSeek V4 ProIts score stays close to the best score here (7.2 vs 7.5), while costing about 8.3x less than KAT-Coder-Pro V2.5 (medium).

Last updated at: 2026-07-14

Metric DeepSeek V4 Pro DeepSeek V4 Pro none Release: 2026-04-24 KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Release: 2026-07-14
Score 7.2 7.5
Rank #74 #60
Reliability 9.9 10.0
Consistency 8.8 7.7
Tests Correct
Attempt pass rate 52.4% 65.1%
Flaky tests 3 6
Total Runs 63 63
Cost per result 0.333 2.498
Total Cost $0.034 $0.275
Input Price $0.435 / 1M $0.740 / 1M
Output Price $0.870 / 1M $2.960 / 1M
Total Input Tokens 53,558 42,750
Output Tokens 11,424 2,098
Reasoning Tokens 0 80,027
Response Time (avg) 6.41s 12.95s
Response Time (max) 30.09s 81.45s
Response Time (total) 134.66s 271.92s

Generation showcase

Hamster playing table tennis

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

#74 DeepSeek V4 Pro

none
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

#60 KAT-Coder-Pro V2.5

medium
Cost
$0.009
Time
25.6s
Tokens
2,939 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
DeepSeek V4 Pro 5.6 10.0 33.3% 0 13.38s 7,275 5,500 0
KAT-Coder-Pro V2.5 7.8 10.0 66.7% 0 33.10s 7,893 416 33,658

Quick Compare

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