- 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) (high)
Qwen3.8 Max (0902) (high) leads on average score with 9.1 vs 9.0. Muse Spark Open (xhigh) has the lower benchmark cost at $2.081 vs $3.306. Muse Spark Open (xhigh) is faster at 92.38s vs 186.06s, with pass rates of 81.2% vs 87.0%.
Compared models
- Rank
- #36
- Total Output Tokens
- 441,352
- Response Time (avg)
- 186.06s
- Total Cost
- $3.306
Recommended model
Muse Spark Open (xhigh)
Its score stays close to the best score here (9.0 vs 9.1), while costing about 1.6x less than Qwen3.8 Max (0902) (high).
Detailed comparison
| Metric | Muse Spark Open Muse Spark Open xhigh | Qwen3.8 Max (0902) Qwen3.8 Max (0902) high |
|---|---|---|
| Score | 9.0 | 9.1 |
| Rank | #44 | #36 |
| Reliability | 9.6 | 9.8 |
| Consistency | 8.3 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 81.2% | 87.0% |
| Flaky tests | 5 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 13.001 | 18.364 |
| Total Cost | $2.081 | $3.306 |
| 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 | 328,637 |
| Output Tokens | 11,803 | 8,619 |
| Reasoning Tokens | 397,838 | 432,733 |
| Response Time (avg) | 92.38s | 186.06s |
| Response Time (max) | 482.30s | 912.78s |
| Response Time (total) | 2124.67s | 4279.49s |
| 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
#36 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 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 | 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 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 | 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 51.43s | 8,478 | 1,796 | 53,029 | |
| 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 133.96s | 71,468 | 4,663 | 49,355 | |
| 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 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 | 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 Spark Open | 2.9 | 4.4 | 22.2% | 2 | 341.54s | 1,277 | 58 | 215,539 | |
| 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 Spark Open | 6.5 | 3.4 | 66.7% | 1 | 7.26s | 879 | 140 | 4,172 | |
| 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 Spark Open | 10.0 | 10.0 | 100.0% | 0 | 23.45s | 1,467 | 105 | 5,478 | |
| 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 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 | 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 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 | 5.21s | 8,571 | 249 | 243 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Muse 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 | 532.59s | 318 | 19 | 70,511 |
Quick Compare
Switch Comparison Pair
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