#126 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
Kwaipilot
Release: 2026-07-14
Tested on: 2026-08-14 03:24
kwaipilot/kat-coder-pro-v2.5::medium
~700B total (~72B active)MoEClosedEstimated
Summary
KAT-Coder-Pro V2.5 scores 6.9 on AI BENCHY and ranks #126. It has 10.0 reliability, a 65.2% pass rate, $0.478 total cost, and 24.87s average response time.
What makes KAT-Coder-Pro V2.5 unique: It stands out most in Coding, where it ranks #4, while Data parsing and extraction is its weakest area at #14.
Model facts
Researched on 2026-08-12
- Parameters
- ~700B total (~72B active)
- Architecture
- MoE
- Availability
- Closed
- License
- -
Best estimate from public evidence; the vendor did not disclose every value. The active count has stronger secondary evidence than the inferred total.
6.9
Consistency
7.0
10.0
$0.478
Total Output Tokens
139,375
Total Input Tokens
87,916
Input Price
$0.740 / 1M
Output Price
$2.960 / 1M
Flaky tests
8
Flaky tests had mixed outcomes across runs (at least one pass and one fail).
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
Run history
| Tested on | Score | Reliability | Tests Correct | Total Cost | Compare |
|---|---|---|---|---|---|
| 2026-08-14 03:24 Re-test | 6.9 | 10.0 | $0.478 | Current run | |
| 2026-07-16 23:47 New test added | 6.9 | 10.0 | $0.467 | Compare | |
| 2026-07-14 11:05 Initial run | 7.5 | 10.0 | $0.275 | Compare |
This run used a different benchmark suite. Keep suite changes in mind when reading historical movement.
Run comparison
| Run | Benchmark coverage | Score | Consistency | Reliability | Tests Correct | Flaky tests | Total Output Tokens | Total Input Tokens | Total Cost | Response Time (avg) |
|---|---|---|---|---|---|---|---|---|---|---|
| 2026-08-14 03:24 · Current run | 66/66 attempts | 6.9 | 7.0 | 10.0 | 11/22 | 8 | 139,375 | 87,916 | $0.478 | 24.87s |
| 2026-07-16 23:47 · New test added | 66/66 attempts | 6.9 | 7.4 | 10.0 | 11/22 | 7 | 135,464 | 87,907 | $0.467 | 24.04s |
| Difference | — | 0.0 | -0.4 | 0.0 | 0 | +1 | +3911 | +9 | +$0.012 | +828ms |
These two runs used different benchmark suites, so the deltas reflect both model changes and suite changes.
Price History
Historical pricing data for this model from OpenRouter.
| Date | Input Price | Output Price |
|---|---|---|
| 2026-08-14 12:51 | $0.740 / 1M | $2.960 / 1M |
Charts
Choose the first model, then click a second model to open a side-by-side page.
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Quick Compare
KAT-Coder-Pro V2.5mediumvsKimi K2.5mediumKAT-Coder-Pro V2.5mediumvsQwen3.7 FlashmediumKAT-Coder-Pro V2.5mediumvsSeed-2.0-MinimediumKAT-Coder-Pro V2.5mediumvsSeed-2.0-CodehighKAT-Coder-Pro V2.5mediumvsGrok 4.20mediumKAT-Coder-Pro V2.5mediumvsGemini 3.5 FlashnoneKAT-Coder-Pro V2.5mediumvsMercury 2mediumKAT-Coder-Pro V2.5mediumvsQwen3.6 FlashmediumKAT-Coder-Pro V2.5mediumvsGPT-5.5noneKAT-Coder-Pro V2.5mediumvsStep 3.7 Flashhigh
Category Breakdown
| Category | Score | Consistency | Tests Correct |
|---|---|---|---|
| Anti-AI Tricks | 8.2 | 7.9 | |
| Coding | 7.8 | 10.0 | |
| Combined | 6.4 | 5.8 | |
| Data parsing and extraction | 7.3 | 5.9 | |
| Domain specific | 2.9 | 4.4 | |
| General Intelligence | 4.7 | 3.1 | |
| Instructions following | 9.9 | 10.0 | |
| Puzzle Solving | 5.9 | 4.5 | |
| Tool Calling | 10.0 | 10.0 | |
| Trivia | 3.0 | 10.0 |