- Score
- 5.0 (+0.01 points)
- Total Cost (Current Price)
- $0.000 · 100.0% cheaper
- Response Time (avg)
- 5.36s · 47.5% faster
Kwaipilot
Release: 2026-07-14
Tested on: 2026-10-01 02:59
kwaipilot/kat-coder-air-v2.5::low
~35B total (~3B active)MoEClosedEstimated
Summary
KAT Coder AIR V2.5 scores 5.0 on AI BENCHY and ranks #332. It has 9.9 reliability, a 42.0% pass rate, $0.046 total cost, and 10.21s average response time.
What makes KAT Coder AIR V2.5 unique: It stands out most in Instructions following, where it ranks #2, while Coding is its weakest area at #14.
Recommended alternatives
We recommend choosing one of these models instead:
- Score
- 5.1 (+0.11 points)
- Total Cost (Current Price)
- $0.000 · 100.0% cheaper
- Response Time (avg)
- 7.79s · 23.7% faster
- Score
- 5.2 (+0.24 points)
- Total Cost (Current Price)
- $0.004 · 92.5% cheaper
- Response Time (avg)
- 3.40s · 66.7% faster
Model facts
Researched on 2026-08-12
- Parameters
- ~35B total (~3B active)
- Architecture
- MoE
- Availability
- Closed
- License
- -
Best estimate from public evidence; the vendor did not disclose every value. Weights were announced but were not available for the exact checkpoint at research time.
5.0
Consistency
7.8
9.9
$0.046
Total Output Tokens
60,414
Total Input Tokens
61,094
Input Price
$0.150 / 1M
Output Price
$0.600 / 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.
#332 KAT Coder AIR V2.5
low- Cost
- $0.004
- Time
- 29.9s
- Tokens
- 6,008 tok
Run history
| Tested on | Score | Reliability | Tests Correct | Total Cost | Compare |
|---|---|---|---|---|---|
| 2026-10-01 02:59 Re-test | 5.0 | 9.9 | $0.046 | Current run | |
| 2026-07-16 23:32 New test added | 5.4 | 9.9 | $0.041 | Compare | |
| 2026-07-14 11:05 Initial run | 6.0 | 9.7 | $0.030 | 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 | $0.150 / 1M | $0.600 / 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
KAT Coder AIR V2.5lowvsGPT-4o-minidefaultKAT Coder AIR V2.5lowvsInkling SmallnoneFree AvailableKAT Coder AIR V2.5lowvsDots 3 Note PreviewdefaultFree AvailableKAT Coder AIR V2.5lowvsQwen3 Coder NextdefaultKAT Coder AIR V2.5lowvsMiniMax M2.7mediumKAT Coder AIR V2.5lowvsLaguna S 2.1highFree AvailableKAT Coder AIR V2.5lowvsMercury 2.5 PreviewlowKAT Coder AIR V2.5lowvsLing 2.6 1tdefaultKAT Coder AIR V2.5lowvsLaguna S 2.1mediumFree AvailableKAT Coder AIR V2.5lowvsMiMo-V2.5none
Category Breakdown
| Category | Score | Consistency | Tests Correct |
|---|---|---|---|
| Agentic | 3.0 | 10.0 | |
| Anti-AI Tricks | 7.3 | 5.8 | |
| Coding | 3.5 | 7.3 | |
| Combined | 6.4 | 5.8 | |
| Data parsing and extraction | 6.5 | 10.0 | |
| Domain specific | 3.0 | 10.0 | |
| General Intelligence | 5.0 | 10.0 | |
| Instructions following | 9.8 | 10.0 | |
| Puzzle Solving | 3.1 | 4.6 | |
| Tool Calling | 10.0 | 10.0 | |
| Trivia | 3.0 | 10.0 |