#60 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
Kwaipilot
Release: 2026-07-14
Tested on: 2026-07-14 11:05
kwaipilot/kat-coder-pro-v2.5::medium
~700B total (~72B active)MoEClosedEstimated
Summary
KAT-Coder-Pro V2.5 scores 7.5 on AI BENCHY and ranks #60. It has 10.0 reliability, a 65.1% pass rate, $0.275 total cost, and 12.95s average response time.
What makes KAT-Coder-Pro V2.5 unique: Its total benchmark cost is unusually low for its score range.
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.
7.5
Consistency
7.7
10.0
$0.275
Total Output Tokens
82,125
Total Input Tokens
42,750
Input Price
$0.740 / 1M
Output Price
$2.960 / 1M
Cache Read Price
N/A
Cache Write Price
N/A
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Flaky tests
6
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 | Compare | |
| 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 | Current run |
Price History
Historical pricing data for this model from OpenRouter.
| Date | Input Price | Output Price | Cache Read Price | Cache Write Price |
|---|---|---|---|---|
| 2026-07-14 11:25 | $0.740 / 1M | $2.960 / 1M | N/A | N/A |
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 | 8.2 | 7.9 | |
| Coding | 7.8 | 10.0 | |
| Combined | 10.0 | 10.0 | |
| Data parsing and extraction | 7.3 | 5.9 | |
| Domain specific | 2.9 | 7.2 | |
| 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 |