- Rank
- #41
- Total Output Tokens
- 34,224
- Response Time (avg)
- 7.72s
- Total Cost
- $1.639
Muse Wonder (minimal) vs Qwen3.8 Max (0902) (medium)
Muse Wonder (minimal) leads on average score with 9.1 vs 9.0. Qwen3.8 Max (0902) (medium) has the lower benchmark cost at $1.096 vs $1.639. Muse Wonder (minimal) is faster at 7.72s 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
Muse Wonder (minimal)
It has the best score here (9.1), while responding about 3.9x faster than Qwen3.8 Max (0902) (medium).
Detailed comparison
| Metric | Muse Wonder Muse Wonder minimal | Qwen3.8 Max (0902) Qwen3.8 Max (0902) medium |
|---|---|---|
| Score | 9.1 | 9.0 |
| Rank | #41 | #43 |
| Reliability | 9.7 | 10.0 |
| Consistency | 9.3 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 84.1% |
| Flaky tests | 2 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 9.639 | 6.084 |
| Total Cost | $1.639 | $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 | 238,532 | 268,540 |
| Output Tokens | 9,812 | 7,499 |
| Reasoning Tokens | 24,412 | 85,499 |
| Response Time (avg) | 7.72s | 30.42s |
| Response Time (max) | 42.89s | 168.09s |
| Response Time (total) | 177.57s | 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.
#41 Muse Wonder
minimal- Cost
- $0.048
- Time
- 15.1s
- Tokens
- 2,488 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 | 42.89s | 136,213 | 2,145 | 1,352 | |
| 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 | 2.94s | 786 | 230 | 1,575 | |
| 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 | 6.86s | 7,401 | 809 | 7,336 | |
| 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 | 16.14s | 74,966 | 4,993 | 4,072 | |
| 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 | 3.31s | 7,053 | 240 | 1,074 | |
| 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 | 7.2 | 44.4% | 1 | 15.00s | 864 | 476 | 6,965 | |
| 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 | 2.57s | 519 | 96 | 390 | |
| 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 | 1.39s | 408 | 36 | 333 | |
| 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 | 5.3 | 7.2 | 44.4% | 1 | 1.36s | 317 | 92 | 530 | |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 4.86s | 9,780 | 653 | 156 | |
| 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 | 4.17s | 225 | 42 | 629 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 17.01s | 204 | 21 | 2,252 |
Quick Compare
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