#77 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
Kwaipilot
Release: 2026-07-14
Tested on: 2026-07-16 23:47
kwaipilot/kat-coder-pro-v2.5::medium
~700B total (~72B active)MoEClosedEstimated
Summary
KAT-Coder-Pro V2.5 scores 6.9 on AI BENCHY and ranks #77. It has 10.0 reliability, a 63.6% pass rate, $0.467 total cost, and 24.04s average response time.
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.
6.9
Consistency
7.4
10.0
$0.467
Total Output Tokens
135,464
Total Input Tokens
87,907
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 03:24 Re-test | 6.9 | 10.0 | $0.478 | Compare | |
| 2026-07-16 23:47 New test added | 6.9 | 10.0 | $0.467 | Current run | |
| 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.
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 23:47 · New test added | 66/66 attempts | 6.9 | 7.4 | 10.0 | 11/22 | 7 | 135,464 | 87,907 | $0.467 | 24.04s |
| 2026-07-14 11:05 · Initial run | 63/63 attempts | 7.5 | 7.7 | 10.0 | 11/21 | 6 | 82,125 | 42,750 | $0.275 | 12.95s |
| Difference | — | -0.6 | -0.3 | 0.0 | 0 | +1 | +53339 | +45157 | +$0.192 | +11093ms |
Benchmark coverage differs: 66/66 attempts (Target: 3 repeats per test) versus 63/63 attempts (Target: 3 repeats per test). Totals and repeat-sensitive metrics are not directly comparable.
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 | 8.2 | 7.9 | |
| Coding | 7.8 | 10.0 | |
| Combined | 6.4 | 5.8 | |
| Data parsing and extraction | 7.3 | 5.9 | |
| Domain specific | 2.9 | 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 |