- Score
- 8.6 (+2.12 points)
- Total Cost (Current Price)
- $0.061 · 88.0% cheaper
- Response Time (avg)
- 7.51s · 64.6% faster
Kwaipilot
Release: 2026-07-14
Tested on: 2026-10-01 03:00
kwaipilot/kat-coder-pro-v2.5::high
~700B total (~72B active)MoEClosedEstimated
Summary
KAT-Coder-Pro V2.5 scores 6.5 on AI BENCHY and ranks #217. It has 10.0 reliability, a 60.9% pass rate, $0.506 total cost, and 21.21s average response time.
What makes KAT-Coder-Pro V2.5 unique: It stands out most in Combined, where it ranks #3, while Agentic is its weakest area at #15.
Recommended alternatives
We recommend choosing one of these models instead:
- Score
- 9.4 (+2.91 points)
- Total Cost (Current Price)
- $0.183 · 64.0% cheaper
- Response Time (avg)
- 6.24s · 70.6% faster
- Score
- 8.3 (+1.81 points)
- Total Cost (Current Price)
- $0.047 · 90.7% cheaper
- Response Time (avg)
- 18.07s · 14.8% 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.
6.5
Consistency
7.9
10.0
$0.506
Total Output Tokens
144,359
Total Input Tokens
106,085
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
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.
#217 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 tok
Run history
| Tested on | Score | Reliability | Tests Correct | Total Cost | Compare |
|---|---|---|---|---|---|
| 2026-10-01 03:00 Re-test | 6.5 | 10.0 | $0.506 | Current run | |
| 2026-07-16 23:38 New test added | 7.2 | 10.0 | $0.482 | Compare | |
| 2026-07-14 11:05 Initial run | 7.7 | 10.0 | $0.246 | 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 | 7.0 | 8.0 | |
| Coding | 6.4 | 7.9 | |
| Combined | 7.3 | 5.8 | |
| Data parsing and extraction | 10.0 | 10.0 | |
| Domain specific | 2.9 | 4.4 | |
| General Intelligence | 5.1 | 10.0 | |
| Instructions following | 9.9 | 10.0 | |
| Puzzle Solving | 8.2 | 7.2 | |
| Tool Calling | 10.0 | 10.0 | |
| Trivia | 3.0 | 10.0 |