Navigate
AI BENCHY
AD
Track all your projects in one dashboard. Get 📊stats, 🔥heatmaps and 👀recordings in one self-hosted dashboard.
uxwizz.com

AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs MoonshotAI: Kimi K2.5

Summary

KAT-Coder-Pro V2.5 (high) leads on average score with 7.7 vs 7.5. KAT-Coder-Pro V2.5 (high) has the lower benchmark cost at $0.246 vs $0.348. KAT-Coder-Pro V2.5 (high) is faster at 12.30s vs 98.43s, with pass rates of 63.5% vs 68.3%.

Recommended modelKAT-Coder-Pro V2.5 (high)It has the best score here (7.7), while responding about 8.0x faster than Kimi K2.5 (medium).

Last updated at: 2026-07-14

Metric KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Release: 2026-07-14 Kimi K2.5 Kimi K2.5 medium Release: 2026-01-27
Score 7.7 7.5
Rank #53 #58
Reliability 10.0 10.0
Consistency 8.1 6.9
Tests Correct
Attempt pass rate 63.5% 68.3%
Flaky tests 5 8
Total Runs 63 63
Cost per result 2.228 3.704
Total Cost $0.246 $0.348
Input Price $0.740 / 1M $0.375 / 1M
Output Price $2.960 / 1M $2.025 / 1M
Total Input Tokens 42,750 34,312
Output Tokens 2,509 48,379
Reasoning Tokens 69,594 157,747
Response Time (avg) 12.30s 98.43s
Response Time (max) 95.65s 281.00s
Response Time (total) 258.34s 1378.03s

Generation showcase

Hamster playing table tennis

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

#53 KAT-Coder-Pro V2.5

high
Cost
$0.009
Time
26.4s
Tokens
3,117 tok

#58 MoonshotAI: Kimi K2.5

medium
Cost
$0.030
Time
58.6s
Tokens
8,683 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 6.4 7.9 44.4% 1 22.00s 7,893 422 20,461
Kimi K2.5 6.1 4.6 66.7% 2 217.49s 6,935 5,705 74,693

Quick Compare

Switch Comparison Pair