- Rank
- #145
- Total Output Tokens
- 422,234
- Response Time (avg)
- 144.88s
- Total Cost
- $0.593
LongCat 2.0 (medium) vs Qwen3.7 Flash (high)
The average score is effectively tied at 7.2 vs 7.2. Qwen3.7 Flash (high) has the lower benchmark cost at $0.063 vs $0.593. Qwen3.7 Flash (high) is faster at 45.48s vs 144.88s, with pass rates of 59.4% vs 71.0%.
Compared models
- Rank
- #144
- Total Output Tokens
- 409,818
- Response Time (avg)
- 45.48s
- Total Cost
- $0.063
Recommended model
Qwen3.7 Flash (high)
It has the best score here (7.2), while costing about 9.6x less than LongCat 2.0 (medium).
Detailed comparison
| Metric | LongCat 2.0 LongCat 2.0 medium | Qwen3.7 Flash Qwen3.7 Flash high |
|---|---|---|
| Score | 7.2 | 7.2 |
| Rank | #145 | #144 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.0 | 7.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 59.4% | 71.0% |
| Flaky tests | 3 | 7 |
| Total Runs | 69 | 69 |
| Cost per result | 4.942 | 0.478 |
| Total Cost | $0.593 | $0.063 |
| Input Price | $0.300 / 1M | $0.030 / 1M |
| Output Price | $1.200 / 1M | $0.130 / 1M |
| Total Input Tokens | 287,669 | 293,775 |
| Output Tokens | 47,204 | 13,527 |
| Reasoning Tokens | 375,030 | 396,291 |
| Response Time (avg) | 144.88s | 45.48s |
| Response Time (max) | 939.52s | 431.47s |
| Response Time (total) | 3332.19s | 1045.97s |
| Parameters | 1.6T total (48B active) | ~35B total (~3B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#145 LongCat 2.0
medium- Cost
- $0.016
- Time
- 285.1s
- Tokens
- 13,057 tok
#144 Qwen3.7 Flash
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 |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 6.1 | 3.1 | 66.7% | 1 | 174.08s | 190,345 | 2,821 | 28,540 | |
| Qwen3.7 Flash | 4.7 | 1.6 | 66.7% | 1 | 135.86s | 177,444 | 1,197 | 38,371 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 9.65s | 588 | 201 | 4,412 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 10.21s | 672 | 713 | 13,968 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 455.00s | 7,419 | 533 | 214,143 | |
| Qwen3.7 Flash | 8.2 | 9.7 | 66.7% | 0 | 58.84s | 7,893 | 503 | 62,350 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 7.3 | 5.8 | 83.3% | 1 | 151.04s | 72,348 | 4,675 | 38,668 | |
| Qwen3.7 Flash | 6.9 | 5.9 | 66.7% | 1 | 231.97s | 88,896 | 9,866 | 203,866 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 6.3 | 10.0 | 50.0% | 0 | 10.63s | 7,653 | 198 | 2,536 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 20.10s | 7,782 | 270 | 10,800 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 390.56s | 505 | 37,854 | 54,558 | |
| Qwen3.7 Flash | 2.9 | 4.4 | 22.2% | 2 | 34.43s | 780 | 59 | 35,675 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 4.8 | 3.2 | 33.3% | 1 | 16.35s | 480 | 121 | 1,598 | |
| Qwen3.7 Flash | 5.1 | 3.4 | 33.3% | 1 | 10.73s | 516 | 120 | 3,898 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 6.5 | 10.0 | 50.0% | 0 | 7.38s | 657 | 78 | 1,652 | |
| Qwen3.7 Flash | 9.8 | 10.0 | 100.0% | 0 | 9.41s | 699 | 97 | 7,838 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 5.4 | 10.0 | 33.3% | 0 | 8.84s | 636 | 388 | 2,562 | |
| Qwen3.7 Flash | 7.1 | 5.1 | 77.8% | 2 | 10.79s | 696 | 369 | 10,474 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 10.67s | 6,840 | 249 | 581 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 5.72s | 8,193 | 309 | 1,436 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 191.19s | 198 | 86 | 25,780 | |
| Qwen3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 17.70s | 204 | 24 | 7,615 |
Quick Compare
Switch Comparison Pair
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