- Rank
- #143
- Total Output Tokens
- 69,489
- Response Time (avg)
- 17.13s
- Total Cost
- $3.787
Claude Opus 4.8 (low) vs LongCat 2.0 (medium)
The average score is effectively tied at 7.2 vs 7.2. LongCat 2.0 (medium) has the lower benchmark cost at $0.593 vs $3.787. Claude Opus 4.8 (low) is faster at 17.13s vs 144.88s, with pass rates of 78.3% vs 59.4%.
Compared models
- Rank
- #145
- Total Output Tokens
- 422,234
- Response Time (avg)
- 144.88s
- Total Cost
- $0.593
Recommended model
LongCat 2.0 (medium)
It has the best score here (7.2), while costing about 6.4x less than Claude Opus 4.8 (low).
Detailed comparison
| Metric | Claude Opus 4.8 Claude Opus 4.8 low | LongCat 2.0 LongCat 2.0 medium |
|---|---|---|
| Score | 7.2 | 7.2 |
| Rank | #143 | #145 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.6 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 78.3% | 59.4% |
| Flaky tests | 4 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 23.669 | 4.942 |
| Total Cost | $3.787 | $0.593 |
| Input Price | $5.000 / 1M | $0.300 / 1M |
| Output Price | $25.000 / 1M | $1.200 / 1M |
| Total Input Tokens | 409,947 | 287,669 |
| Output Tokens | 46,060 | 47,204 |
| Reasoning Tokens | 23,429 | 375,030 |
| Response Time (avg) | 17.13s | 144.88s |
| Response Time (max) | 127.97s | 939.52s |
| Response Time (total) | 394.01s | 3332.19s |
| Parameters | ~5T total (~500B 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.
#143 Claude Opus 4.8
low- Cost
- $0.031
- Time
- 14.1s
- Tokens
- 1,345 tok
#145 LongCat 2.0
medium- Cost
- $0.016
- Time
- 285.1s
- Tokens
- 13,057 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 Opus 4.8 | 4.7 | 3.1 | 33.3% | 1 | 110.68s | 253,425 | 3,004 | 14,248 | |
| LongCat 2.0 | 6.1 | 3.1 | 66.7% | 1 | 174.08s | 190,345 | 2,821 | 28,540 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.30s | 834 | 793 | 371 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 9.65s | 588 | 201 | 4,412 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 6.6 | 4.6 | 77.8% | 2 | 7.58s | 10,590 | 3,637 | 809 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 455.00s | 7,419 | 533 | 214,143 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.9 | 10.0 | 100.0% | 0 | 36.87s | 119,079 | 13,586 | 2,867 | |
| LongCat 2.0 | 7.3 | 5.8 | 83.3% | 1 | 151.04s | 72,348 | 4,675 | 38,668 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 6.3 | 5.8 | 66.7% | 1 | 2.27s | 10,503 | 310 | 0 | |
| LongCat 2.0 | 6.3 | 10.0 | 50.0% | 0 | 10.63s | 7,653 | 198 | 2,536 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 5.3 | 10.0 | 33.3% | 0 | 46.54s | 972 | 23,226 | 4,472 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 390.56s | 505 | 37,854 | 54,558 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 2.55s | 708 | 231 | 0 | |
| LongCat 2.0 | 4.8 | 3.2 | 33.3% | 1 | 16.35s | 480 | 121 | 1,598 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.8 | 10.0 | 100.0% | 0 | 2.78s | 909 | 111 | 221 | |
| LongCat 2.0 | 6.5 | 10.0 | 50.0% | 0 | 7.38s | 657 | 78 | 1,652 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.01s | 894 | 592 | 184 | |
| LongCat 2.0 | 5.4 | 10.0 | 33.3% | 0 | 8.84s | 636 | 388 | 2,562 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 6.85s | 11,775 | 370 | 35 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 10.67s | 6,840 | 249 | 581 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.0 | 10.0 | 0.0% | 0 | 5.48s | 258 | 200 | 222 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 191.19s | 198 | 86 | 25,780 |
Quick Compare
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