#100 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 tok
Kwaipilot
Release: 2026-07-14
Tested on: 2026-08-14 03:23
kwaipilot/kat-coder-pro-v2.5::low
~700B total (~72B active)MoEClosedEstimated
Summary
KAT-Coder-Pro V2.5 scores 7.3 on AI BENCHY and ranks #100. It has 10.0 reliability, a 68.2% pass rate, $0.400 total cost, and 20.20s average response time.
What makes KAT-Coder-Pro V2.5 unique: It stands out most in Instructions following, where it ranks #1, while General Intelligence is its weakest area at #17.
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.
7.3
Consistency
7.0
10.0
$0.400
Total Output Tokens
113,193
Total Input Tokens
87,682
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 03:23 Re-test | 7.3 | 10.0 | $0.400 | Current run | |
| 2026-07-16 23:38 New test added | 7.4 | 10.0 | $0.387 | Compare | |
| 2026-07-14 11:05 Initial run | 8.0 | 9.9 | $0.220 | 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 03:23 · Current run | 66/66 attempts | 7.3 | 7.0 | 10.0 | 11/22 | 8 | 113,193 | 87,682 | $0.400 | 20.20s |
| 2026-07-16 23:38 · New test added | 66/66 attempts | 7.4 | 7.0 | 10.0 | 11/22 | 8 | 108,640 | 87,673 | $0.387 | 19.47s |
| Difference | — | 0.0 | 0.0 | 0.0 | 0 | 0 | +4553 | +9 | +$0.014 | +729ms |
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
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Category Breakdown
| Category | Score | Consistency | Tests Correct |
|---|---|---|---|
| Anti-AI Tricks | 6.9 | 5.8 | |
| Coding | 7.8 | 10.0 | |
| Combined | 6.4 | 5.8 | |
| Data parsing and extraction | 10.0 | 10.0 | |
| Domain specific | 3.5 | 4.4 | |
| General Intelligence | 4.1 | 2.7 | |
| Instructions following | 10.0 | 10.0 | |
| Puzzle Solving | 6.4 | 4.4 | |
| Tool Calling | 10.0 | 10.0 | |
| Trivia | 3.0 | 10.0 |