- Rank
- #44
- Total Output Tokens
- 409,641
- Response Time (avg)
- 92.38s
- Total Cost
- $2.081
Muse Spark Open (xhigh) vs Qwen3.8 Max (0902) (medium)
The average score is effectively tied at 9.0 vs 9.0. Qwen3.8 Max (0902) (medium) has the lower benchmark cost at $1.096 vs $2.081. Qwen3.8 Max (0902) (medium) is faster at 30.42s vs 92.38s, with pass rates of 81.2% vs 84.1%.
Compared models
- Rank
- #46
- Total Output Tokens
- 92,998
- Response Time (avg)
- 30.42s
- Total Cost
- $1.096
Recommended model
Qwen3.8 Max (0902) (medium)
It has the best score here (9.0), while costing about 1.9x less than Muse Spark Open (xhigh).
Detailed comparison
| Metric | Muse Spark Open Muse Spark Open xhigh | Qwen3.8 Max (0902) Qwen3.8 Max (0902) medium |
|---|---|---|
| Score | 9.0 | 9.0 |
| Rank | #44 | #46 |
| Reliability | 9.6 | 10.0 |
| Consistency | 8.3 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 81.2% | 84.1% |
| Flaky tests | 5 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 13.001 | 6.084 |
| Total Cost | $2.081 | $1.096 |
| Input Price | $1.250 / 1M | $2.000 / 1M |
| Output Price | $4.250 / 1M | $6.000 / 1M |
| Cache Read Price | $0.150 / 1M | $0.250 / 1M |
| Cache Write Price | N/A | $2.500 / 1M |
| Total Input Tokens | 271,242 | 268,540 |
| Output Tokens | 11,803 | 7,499 |
| Reasoning Tokens | 397,838 | 85,499 |
| Response Time (avg) | 92.38s | 30.42s |
| Response Time (max) | 482.30s | 168.09s |
| Response Time (total) | 2124.67s | 699.68s |
| Parameters | 816B total (42B active) | 2.4T total (~100B active) |
| Availability | Weights available | 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.
#44 Muse Spark Open
xhigh- Cost
- $0.049
- Time
- 244.5s
- Tokens
- 11,567 tok
#46 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 84.28s | 163,040 | 3,187 | 7,548 | |
| 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 Spark Open | 8.7 | 7.9 | 91.7% | 1 | 20.08s | 2,219 | 575 | 7,718 | |
| 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 51.43s | 8,478 | 1,796 | 53,029 | |
| 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 133.96s | 71,468 | 4,663 | 49,355 | |
| 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 16.36s | 7,767 | 229 | 3,876 | |
| 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 Spark Open | 2.9 | 4.4 | 22.2% | 2 | 341.54s | 1,277 | 58 | 215,539 | |
| 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 Spark Open | 6.5 | 3.4 | 66.7% | 1 | 7.26s | 879 | 140 | 4,172 | |
| 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 23.45s | 1,467 | 105 | 5,478 | |
| 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 Spark Open | 8.2 | 7.2 | 88.9% | 1 | 112.47s | 1,711 | 386 | 39,934 | |
| 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 5.06s | 12,354 | 261 | 986 | |
| 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 Spark Open | 3.0 | 10.0 | 0.0% | 0 | 83.89s | 582 | 403 | 10,203 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 17.01s | 204 | 21 | 2,252 |
Quick Compare
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