#87 KAT-Coder-Pro V2.5
none- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 tok
Kwaipilot
Release: 2026-07-14
Tested on: 2026-07-16 23:43
kwaipilot/kat-coder-pro-v2.5::none
~700B total (~72B active)MoEClosedEstimated
Summary
KAT-Coder-Pro V2.5 scores 6.7 on AI BENCHY and ranks #87. It has 10.0 reliability, a 68.2% pass rate, $0.476 total cost, and 25.56s average response time.
What makes KAT-Coder-Pro V2.5 unique: It stands out most in Anti-AI Tricks, where it ranks #4, while Combined is its weakest area at #18.
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.
6.7
Consistency
7.4
10.0
$0.476
Total Output Tokens
135,861
Total Input Tokens
98,499
Input Price
$0.740 / 1M
Output Price
$2.960 / 1M
Flaky tests
7
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 | 6.7 | 10.0 | $0.487 | Compare | |
| 2026-07-16 23:43 New test added | 6.7 | 10.0 | $0.476 | Current run | |
| 2026-07-14 11:05 Initial run | 6.8 | 10.0 | $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) |
|---|---|---|---|---|---|---|---|---|---|---|
| 2026-07-16 23:43 · New test added | 66/66 attempts | 6.7 | 7.4 | 10.0 | 11/22 | 7 | 135,861 | 98,499 | $0.476 | 25.56s |
| 2026-08-14 03:23 · Re-test | 66/66 attempts | 6.7 | 7.0 | 10.0 | 11/22 | 8 | 139,572 | 98,508 | $0.487 | 26.01s |
| Difference | — | 0.0 | +0.4 | 0.0 | 0 | -1 | -3711 | -9 | -$0.011 | -445ms |
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 |
|---|---|---|
| 2026-07-14 11:25 | $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 | 8.7 | 7.9 | |
| Coding | 6.1 | 4.7 | |
| Combined | 4.1 | 5.0 | |
| Data parsing and extraction | 10.0 | 10.0 | |
| Domain specific | 3.6 | 7.2 | |
| General Intelligence | 4.8 | 3.2 | |
| Instructions following | 9.8 | 10.0 | |
| Puzzle Solving | 8.2 | 7.2 | |
| Tool Calling | 10.0 | 10.0 | |
| Trivia | 3.0 | 10.0 |