#108 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 tok
Kwaipilot
Release: 2026-07-14
Tested on: 2026-08-14 03:25
kwaipilot/kat-coder-pro-v2.5::high
~700B total (~72B active)MoEClosedEstimated
Summary
KAT-Coder-Pro V2.5 scores 7.2 on AI BENCHY and ranks #108. It has 10.0 reliability, a 63.6% pass rate, $0.506 total cost, and 22.11s average response time.
What makes KAT-Coder-Pro V2.5 unique: It stands out most in Combined, where it ranks #3, while Domain specific is its weakest area at #16.
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.
7.2
Consistency
7.8
10.0
$0.506
Total Output Tokens
144,359
Total Input Tokens
106,085
Input Price
$0.740 / 1M
Output Price
$2.960 / 1M
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 03:25 Re-test | 7.2 | 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.
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 03:25 · Current run | 66/66 attempts | 7.2 | 7.8 | 10.0 | 11/22 | 6 | 144,359 | 106,085 | $0.506 | 22.11s |
| 2026-07-16 23:38 · New test added | 66/66 attempts | 7.2 | 7.8 | 10.0 | 11/22 | 6 | 136,164 | 106,076 | $0.482 | 20.83s |
| Difference | — | 0.0 | 0.0 | 0.0 | 0 | 0 | +8195 | +9 | +$0.025 | +1273ms |
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
KAT-Coder-Pro V2.5highvsKimi K2.6mediumKAT-Coder-Pro V2.5highvsMuse Glimmer 30BhighKAT-Coder-Pro V2.5highvsClaude Opus 4.8noneKAT-Coder-Pro V2.5highvsQwen3.5 Plus 2026-04-20mediumKAT-Coder-Pro V2.5highvsDeepSeek V4 Flash 0731mediumKAT-Coder-Pro V2.5highvsQwen3.7 FlashlowKAT-Coder-Pro V2.5highvsQwen3.7 PlusnoneKAT-Coder-Pro V2.5highvsMuse Glimmer 30BmediumKAT-Coder-Pro V2.5highvsGemini 3.1 Flash LitemediumKAT-Coder-Pro V2.5highvsQwen3.5-122B-A10Bmedium
Category Breakdown
| Category | Score | Consistency | Tests Correct |
|---|---|---|---|
| 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 |