- Score
- 8.6 (+2.36 points)
- Total Cost (Current Price)
- $0.061 · 91.0% cheaper
- Response Time (avg)
- 7.51s · 68.6% faster
Kwaipilot
Release: 2026-07-14
Tested on: 2026-10-01 03:00
kwaipilot/kat-coder-pro-v2.5::medium
~700B total (~72B active)MoEClosedEstimated
Summary
KAT-Coder-Pro V2.5 scores 6.2 on AI BENCHY and ranks #246. It has 10.0 reliability, a 62.3% pass rate, $0.669 total cost, and 23.94s average response time.
What makes KAT-Coder-Pro V2.5 unique: It stands out most in Coding, where it ranks #2, while Domain specific is its weakest area at #14.
Recommended alternatives
We recommend choosing one of these models instead:
- Score
- 8.3 (+2.05 points)
- Total Cost (Current Price)
- $0.047 · 93.0% cheaper
- Response Time (avg)
- 18.07s · 24.5% faster
- Score
- 9.4 (+3.15 points)
- Total Cost (Current Price)
- $0.183 · 72.8% cheaper
- Response Time (avg)
- 6.24s · 73.9% faster
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.
6.2
Consistency
7.2
10.0
Total Output Tokens
139,375
Total Input Tokens
87,916
Input Price
$0.740 / 1M
Output Price
$2.960 / 1M
Cache Read Price
$0.150 / 1M
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
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.
#246 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
Run history
| Tested on | Score | Reliability | Tests Correct | Total Cost | Compare |
|---|---|---|---|---|---|
| 2026-10-01 03:00 Re-test | 6.2 | 10.0 | $0.669 ↑ | 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.
Price History
Historical pricing data for this model from OpenRouter.
| Date | Input Price | Output Price | Cache Read Price | Cache Write Price |
|---|---|---|---|---|
| 2026-08-14 12:51 | $0.740 / 1M | $2.960 / 1M | N/A | N/A |
| 2026-10-01 18:33 | $0.740 / 1M | $2.960 / 1M | $0.150 / 1M | 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 |
|---|---|---|---|
| Agentic | 3.0 | 10.0 | |
| 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 |