- Rank
- #38
- Total Output Tokens
- 82,847
- Response Time (avg)
- 16.00s
- Total Cost
- $2.637
Muse Wonder (low) vs Qwen3.8 Max (0902) (medium)
Muse Wonder (low) leads on average score with 9.1 vs 9.0. Qwen3.8 Max (0902) (medium) has the lower benchmark cost at $1.096 vs $2.637. Muse Wonder (low) is faster at 16.00s vs 30.42s, with pass rates of 76.8% vs 84.1%.
Compared models
- Rank
- #43
- Total Output Tokens
- 92,998
- Response Time (avg)
- 30.42s
- Total Cost
- $1.096
Recommended model
Qwen3.8 Max (0902) (medium)
Its score stays close to the best score here (9.0 vs 9.1), while costing about 2.4x less than Muse Wonder (low).
Detailed comparison
| Metric | Muse Wonder Muse Wonder low | Qwen3.8 Max (0902) Qwen3.8 Max (0902) medium |
|---|---|---|
| Score | 9.1 | 9.0 |
| Rank | #38 | #43 |
| Reliability | 9.7 | 10.0 |
| Consistency | 9.6 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 84.1% |
| Flaky tests | 1 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 15.512 | 6.084 |
| Total Cost | $2.637 | $1.096 |
| 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 | 244,997 | 268,540 |
| Output Tokens | 11,148 | 7,499 |
| Reasoning Tokens | 71,699 | 85,499 |
| Response Time (avg) | 16.00s | 30.42s |
| Response Time (max) | 83.98s | 168.09s |
| Response Time (total) | 367.91s | 699.68s |
| 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.
#38 Muse Wonder
low- Cost
- $0.080
- Time
- 28.1s
- Tokens
- 4,067 tok
#43 Qwen3.8 Max (0902)
medium- Cost
- $0.036
- Time
- 108.3s
- Tokens
- 5,980 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 | 44.57s | 149,681 | 2,520 | 1,668 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 127.50s | 172,217 | 1,538 | 10,782 |
| Anti-AI Tricks | 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 | 4.37s | 786 | 344 | 3,587 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.03s | 672 | 295 | 2,003 |
| 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 | 17.81s | 7,401 | 1,050 | 15,813 | |
| Qwen3.8 Max (0902) | 8.4 | 7.4 | 88.9% | 1 | 45.74s | 7,893 | 551 | 20,628 |
| 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 | 24.68s | 66,803 | 4,907 | 10,127 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 94.38s | 68,852 | 3,895 | 24,303 |
| 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 | 4.27s | 7,053 | 315 | 2,367 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 10.54s | 7,782 | 261 | 2,591 |
| 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 | 51.40s | 761 | 1,060 | 30,749 | |
| Qwen3.8 Max (0902) | 3.6 | 7.2 | 22.2% | 1 | 49.45s | 780 | 44 | 19,572 |
| 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 | 3.94s | 519 | 151 | 691 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 7.56s | 516 | 202 | 689 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 6.5 | 10.0 | 50.0% | 0 | 2.08s | 408 | 60 | 849 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 4.24s | 699 | 90 | 886 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 5.9 | 7.2 | 55.6% | 1 | 5.08s | 459 | 261 | 2,402 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.89s | 696 | 353 | 1,599 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 9.8 | 10.0 | 100.0% | 0 | 8.75s | 10,901 | 359 | 1,862 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,229 | 249 | 194 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse Wonder | 3.0 | 10.0 | 0.0% | 0 | 8.23s | 225 | 121 | 1,584 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 17.01s | 204 | 21 | 2,252 |
Quick Compare
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