- Score
- 8.6 (+1.30 points)
- Total Cost (Current Price)
- $0.061 · 92.2% cheaper
- Response Time (avg)
- 7.51s · 95.0% faster
Summary
LongCat 2.0 scores 7.3 on AI BENCHY and ranks #165. It has 10.0 reliability, a 53.6% pass rate, $0.778 total cost, and 151.67s average response time.
What makes LongCat 2.0 unique: It stands out most in Agentic, where it ranks #1, while Data parsing and extraction is its weakest area at #17.
Recommended alternatives
We recommend choosing one of these models instead:
- Score
- 9.4 (+2.09 points)
- Total Cost (Current Price)
- $0.183 · 76.6% cheaper
- Response Time (avg)
- 6.24s · 95.9% faster
- Score
- 8.3 (+0.99 points)
- Total Cost (Current Price)
- $0.047 · 94.0% cheaper
- Response Time (avg)
- 18.07s · 88.1% faster
Model facts
Researched on 2026-08-12
- Parameters
- 1.6T total (48B active)
- Architecture
- MoE
- Availability
- Open source
- License
- MIT
7.3
Consistency
8.5
10.0
Total Output Tokens
404,635
Total Input Tokens
275,080
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
4
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.
#165 LongCat 2.0
high- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
Run history
| Tested on | Score | Reliability | Tests Correct | Total Cost | Compare |
|---|---|---|---|---|---|
| 2026-10-01 03:51 Re-test | 7.3 | 10.0 | $0.778 ↑ | Current run | |
| 2026-07-20 17:01 Initial run | 6.6 | 9.4 | $0.469 | 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 | 10.0 | 10.0 | |
| Anti-AI Tricks | 8.9 | 8.1 | |
| Coding | 7.8 | 9.3 | |
| Combined | 10.0 | 10.0 | |
| Data parsing and extraction | 3.6 | 5.8 | |
| Domain specific | 3.6 | 7.2 | |
| General Intelligence | 5.1 | 10.0 | |
| Instructions following | 6.5 | 10.0 | |
| Puzzle Solving | 3.1 | 7.4 | |
| Tool Calling | 10.0 | 10.0 | |
| Trivia | 3.0 | 10.0 |