- Score
- 8.6 (+2.23 points)
- Total Cost (Current Price)
- $0.061 · 41.8% cheaper
- Response Time (avg)
- 7.51s · 11.7% faster
Summary
LongCat 2.0 scores 6.4 on AI BENCHY and ranks #251. It has 10.0 reliability, a 42.0% pass rate, $0.104 total cost, and 8.50s average response time.
What makes LongCat 2.0 unique: It stands out most in Agentic, where it ranks #4, while Puzzle Solving is its weakest area at #17.
Identity note
Owl Alpha was the stealth version of LongCat 2.0.
Recommended alternatives
We recommend choosing one of these models instead:
- Score
- 6.8 (+0.46 points)
- Total Cost (Current Price)
- $0.039 · 63.0% cheaper
- Response Time (avg)
- 6.66s · 21.6% faster
- Score
- 6.9 (+0.51 points)
- Total Cost (Current Price)
- $0.049 · 53.1% cheaper
- Response Time (avg)
- 6.96s · 18.1% faster
Model facts
Researched on 2026-08-12
- Parameters
- 1.6T total (48B active)
- Architecture
- MoE
- Availability
- Open source
- License
- MIT
6.4
Consistency
9.0
10.0
$0.104
Total Output Tokens
17,473
Total Input Tokens
276,199
Input Price
$0.300 / 1M
Output Price
$1.200 / 1M
Cache Read Price
$0.006 / 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
3
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.
#251 LongCat 2.0
none- Cost
- $0.027
- Time
- 411.7s
- Tokens
- 22,283 tok
Run history
| Tested on | Score | Reliability | Tests Correct | Total Cost | Compare |
|---|---|---|---|---|---|
| 2026-10-01 03:39 Re-test | 6.4 | 10.0 | $0.104 | Current run | |
| 2026-07-20 16:55 Initial run | 6.3 | 10.0 | $0.044 | 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 | $0.300 / 1M | $1.200 / 1M | N/A | N/A |
| 2026-10-01 18:33 | $0.300 / 1M | $1.200 / 1M | $0.006 / 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
Category Breakdown
| Category | Score | Consistency | Tests Correct |
|---|---|---|---|
| Agentic | 6.1 | 3.1 | |
| Anti-AI Tricks | 4.8 | 10.0 | |
| Coding | 5.5 | 10.0 | |
| Combined | 6.5 | 10.0 | |
| Data parsing and extraction | 10.0 | 10.0 | |
| Domain specific | 5.3 | 10.0 | |
| General Intelligence | 5.0 | 10.0 | |
| Instructions following | 6.5 | 10.0 | |
| Puzzle Solving | 4.0 | 5.0 | |
| Tool Calling | 10.0 | 10.0 | |
| Trivia | 3.0 | 10.0 |