- Rank
- #30
- Total Output Tokens
- 121,546
- Response Time (avg)
- 21.58s
- Total Cost
- $3.397
Muse Wonder (medium) vs Qwen3.8 Max (0902) (high)
Muse Wonder (medium) leads on average score with 9.2 vs 9.1. Qwen3.8 Max (0902) (high) has the lower benchmark cost at $3.306 vs $3.397. Muse Wonder (medium) is faster at 21.58s vs 186.06s, with pass rates of 76.8% vs 87.0%.
Compared models
- Rank
- #34
- Total Output Tokens
- 441,352
- Response Time (avg)
- 186.06s
- Total Cost
- $3.306
Recommended model
Muse Wonder (medium)
It has the best score here (9.2), while responding about 8.6x faster than Qwen3.8 Max (0902) (high).
Detailed comparison
| Metric | Muse Wonder Muse Wonder medium | Qwen3.8 Max (0902) Qwen3.8 Max (0902) high |
|---|---|---|
| Score | 9.2 | 9.1 |
| Rank | #30 | #34 |
| Reliability | 9.1 | 9.8 |
| Consistency | 9.6 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 87.0% |
| Flaky tests | 1 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 19.982 | 18.364 |
| Total Cost | $3.397 | $3.306 |
| Input Price | $4.000 / 1M | $2.000 / 1M |
| Output Price | $20.000 / 1M | $6.000 / 1M |
| Cache Read Price | $0.200 / 1M | $0.250 / 1M |
| Cache Write Price | N/A | $2.500 / 1M |
| Total Input Tokens | 241,489 | 328,637 |
| Output Tokens | 11,575 | 8,619 |
| Reasoning Tokens | 109,971 | 432,733 |
| Response Time (avg) | 21.58s | 186.06s |
| Response Time (max) | 162.73s | 912.78s |
| Response Time (total) | 496.40s | 4279.49s |
| Parameters | ~1T total (~50B active) | 2.4T total (~100B active) |
| Availability | Closed | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#30 Muse Wonder
medium- Cost
- $0.208
- Time
- 64.8s
- Tokens
- 10,444 tok
#34 Qwen3.8 Max (0902)
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 10.0 | 10.0 | 100.0% | 0 | 46.05s | 148,242 | 2,406 | 2,850 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 197.08s | 219,411 | 1,729 | 20,180 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 8.3 | 10.0 | 75.0% | 0 | 4.84s | 594 | 378 | 3,874 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 15.86s | 1,128 | 263 | 6,631 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 10.0 | 10.0 | 100.0% | 0 | 26.87s | 7,401 | 1,181 | 26,424 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 253.22s | 8,235 | 418 | 91,734 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 10.0 | 10.0 | 100.0% | 0 | 28.23s | 66,033 | 4,934 | 17,166 | |
| Qwen3.8 Max (0902) | 8.7 | 6.9 | 83.3% | 1 | 110.39s | 79,527 | 5,215 | 28,102 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 10.0 | 10.0 | 100.0% | 0 | 6.12s | 7,053 | 433 | 3,670 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 16.37s | 8,010 | 261 | 3,598 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 5.3 | 10.0 | 33.3% | 0 | 70.72s | 555 | 960 | 42,167 | |
| Qwen3.8 Max (0902) | 5.9 | 7.2 | 55.6% | 1 | 658.46s | 842 | 31 | 154,450 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 10.0 | 10.0 | 100.0% | 0 | 7.32s | 519 | 147 | 1,123 | |
| Qwen3.8 Max (0902) | 6.5 | 3.4 | 66.7% | 1 | 75.11s | 630 | 80 | 8,110 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 6.6 | 10.0 | 50.0% | 0 | 3.88s | 523 | 124 | 1,783 | |
| Qwen3.8 Max (0902) | 9.8 | 10.0 | 100.0% | 0 | 7.55s | 927 | 86 | 1,823 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 7.7 | 10.0 | 66.7% | 0 | 9.63s | 564 | 481 | 4,834 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 134.14s | 1,038 | 268 | 47,351 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 10.0 | 10.0 | 100.0% | 0 | 9.26s | 9,780 | 369 | 2,803 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.21s | 8,571 | 249 | 243 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 4.7 | 1.6 | 66.7% | 1 | 16.33s | 225 | 162 | 3,277 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 532.59s | 318 | 19 | 70,511 |
Quick Compare
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