- Rank
- #133
- Total Output Tokens
- 32,506
- Response Time (avg)
- 11.87s
- Total Cost
- $3.197
Claude Fable 5.1 (medium) vs LongCat 2.0 (high)
The average score is effectively tied at 7.3 vs 7.3. LongCat 2.0 (high) has the lower benchmark cost at $0.569 vs $3.197. Claude Fable 5.1 (medium) is faster at 11.87s vs 151.67s, with pass rates of 78.3% vs 53.6%.
Compared models
- Rank
- #136
- Total Output Tokens
- 404,635
- Response Time (avg)
- 151.67s
- Total Cost
- $0.569
Recommended model
LongCat 2.0 (high)
It has the best score here (7.3), while costing about 5.6x less than Claude Fable 5.1 (medium).
Detailed comparison
| Metric | Claude Fable 5.1 Claude Fable 5.1 medium | LongCat 2.0 LongCat 2.0 high |
|---|---|---|
| Score | 7.3 | 7.3 |
| Rank | #133 | #136 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.9 | 8.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 78.3% | 53.6% |
| Flaky tests | 6 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 21.312 | 5.681 |
| Total Cost | $3.197 | $0.569 |
| Input Price | $10.000 / 1M | $0.300 / 1M |
| Output Price | $50.000 / 1M | $1.200 / 1M |
| Total Input Tokens | 157,142 | 275,080 |
| Output Tokens | 8,149 | 32,447 |
| Reasoning Tokens | 24,357 | 372,188 |
| Response Time (avg) | 11.87s | 151.67s |
| Response Time (max) | 36.59s | 941.66s |
| Response Time (total) | 272.91s | 3488.43s |
| Parameters | ~9.5T total (~878B active) | 1.6T total (48B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#133 Claude Fable 5.1
medium- Cost
- $0.244
- Time
- 65.9s
- Tokens
- 5,025 tok
#136 LongCat 2.0
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 3.0 | 10.0 | 0.0% | 0 | 16.18s | 22,030 | 555 | 799 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 116.07s | 181,669 | 1,977 | 16,016 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 8.2 | 7.9 | 83.3% | 1 | 5.18s | 858 | 485 | 334 | |
| LongCat 2.0 | 8.9 | 8.1 | 91.7% | 1 | 7.76s | 588 | 303 | 3,300 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 7.0 | 5.0 | 77.8% | 2 | 10.99s | 10,608 | 525 | 4,376 | |
| LongCat 2.0 | 7.8 | 9.3 | 66.7% | 0 | 505.33s | 6,913 | 244 | 192,377 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 10.0 | 10.0 | 100.0% | 0 | 32.59s | 97,573 | 4,993 | 4,831 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 167.13s | 68,941 | 4,934 | 49,558 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 10.0 | 10.0 | 100.0% | 0 | 4.47s | 10,515 | 312 | 0 | |
| LongCat 2.0 | 3.6 | 5.8 | 33.3% | 1 | 10.98s | 7,653 | 197 | 2,714 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 7.7 | 10.0 | 66.7% | 0 | 19.29s | 990 | 63 | 9,185 | |
| LongCat 2.0 | 3.6 | 7.2 | 22.2% | 1 | 433.73s | 505 | 23,928 | 86,947 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 10.0 | 10.0 | 100.0% | 0 | 5.14s | 714 | 280 | 0 | |
| LongCat 2.0 | 5.1 | 10.0 | 0.0% | 0 | 17.00s | 480 | 111 | 1,748 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 7.3 | 5.8 | 83.3% | 1 | 5.77s | 921 | 146 | 183 | |
| LongCat 2.0 | 6.5 | 10.0 | 50.0% | 0 | 6.96s | 657 | 78 | 1,726 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 7.6 | 7.2 | 77.8% | 1 | 5.70s | 912 | 422 | 352 | |
| LongCat 2.0 | 3.1 | 7.4 | 11.1% | 1 | 9.18s | 636 | 379 | 2,778 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 10.0 | 10.0 | 100.0% | 0 | 12.99s | 11,757 | 354 | 0 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 10.02s | 6,840 | 249 | 505 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Fable 5.1 | 2.8 | 1.6 | 33.3% | 1 | 24.32s | 264 | 14 | 4,297 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 99.44s | 198 | 47 | 14,519 |
Quick Compare
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