- Rank
- #80
- Total Output Tokens
- 67,842
- Response Time (avg)
- 16.72s
- Total Cost
- $3.490
Claude Opus 4.8 (medium) vs Muse Spark 1.1 (high)
Muse Spark 1.1 (high) leads on average score with 8.4 vs 8.3. Muse Spark 1.1 (high) has the lower benchmark cost at $2.570 vs $3.490. Claude Opus 4.8 (medium) is faster at 16.72s vs 37.41s, with pass rates of 82.6% vs 69.6%.
Compared models
- Rank
- #73
- Total Output Tokens
- 505,566
- Response Time (avg)
- 37.41s
- Total Cost
- $2.570
Recommended model
Claude Opus 4.8 (medium)
Its score stays close to the best score here (8.3 vs 8.4), while responding about 2.2x faster than Muse Spark 1.1 (high).
Detailed comparison
| Metric | Claude Opus 4.8 Claude Opus 4.8 medium | Muse Spark 1.1 Muse Spark 1.1 high |
|---|---|---|
| Score | 8.3 | 8.4 |
| Rank | #80 | #73 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.0 | 8.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 82.6% | 69.6% |
| Flaky tests | 3 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 20.527 | 19.762 |
| Total Cost | $3.490 | $2.570 |
| Input Price | $5.000 / 1M | $1.250 / 1M |
| Output Price | $25.000 / 1M | $4.250 / 1M |
| Total Input Tokens | 360,294 | 336,310 |
| Output Tokens | 43,441 | 10,838 |
| Reasoning Tokens | 24,401 | 494,728 |
| Response Time (avg) | 16.72s | 37.41s |
| Response Time (max) | 99.37s | 196.03s |
| Response Time (total) | 384.66s | 860.39s |
| Parameters | ~5T total (~500B active) | ~1T total (~50B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#80 Claude Opus 4.8
medium- Cost
- $0.057
- Time
- 23.1s
- Tokens
- 2,412 tok
#73 Muse Spark 1.1
high- Cost
- $0.039
- Time
- 50.1s
- Tokens
- 9,423 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 6.1 | 3.1 | 66.7% | 1 | 99.37s | 221,846 | 2,676 | 13,239 | |
| Muse Spark 1.1 | 10.0 | 10.0 | 100.0% | 0 | 49.67s | 207,097 | 2,482 | 11,168 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 834 | 1,179 | 478 | |
| Muse Spark 1.1 | 7.5 | 8.4 | 66.7% | 1 | 8.60s | 2,334 | 516 | 13,023 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 15.33s | 10,590 | 9,945 | 1,381 | |
| Muse Spark 1.1 | 10.0 | 10.0 | 100.0% | 0 | 22.92s | 8,562 | 349 | 36,039 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.9 | 10.0 | 100.0% | 0 | 54.29s | 101,005 | 19,531 | 4,762 | |
| Muse Spark 1.1 | 5.9 | 2.9 | 66.7% | 2 | 70.25s | 90,082 | 5,535 | 68,439 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 7.1 | 5.6 | 83.3% | 1 | 12.29s | 10,503 | 481 | 312 | |
| Muse Spark 1.1 | 10.0 | 10.0 | 100.0% | 0 | 8.40s | 7,827 | 240 | 5,907 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.6 | 7.2 | 22.2% | 1 | 18.11s | 972 | 7,476 | 2,987 | |
| Muse Spark 1.1 | 2.9 | 4.4 | 22.2% | 2 | 94.74s | 1,062 | 345 | 195,595 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 2.46s | 708 | 237 | 0 | |
| Muse Spark 1.1 | 10.0 | 10.0 | 100.0% | 0 | 7.73s | 906 | 116 | 3,390 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.32s | 909 | 373 | 320 | |
| Muse Spark 1.1 | 6.4 | 6.0 | 66.7% | 1 | 7.81s | 1,527 | 193 | 7,158 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 894 | 791 | 483 | |
| Muse Spark 1.1 | 7.8 | 9.9 | 66.7% | 0 | 69.96s | 1,938 | 225 | 140,780 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 8.96s | 11,775 | 301 | 225 | |
| Muse Spark 1.1 | 9.6 | 10.0 | 100.0% | 0 | 9.88s | 14,363 | 795 | 2,938 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.0 | 10.0 | 0.0% | 0 | 6.14s | 258 | 451 | 214 | |
| Muse Spark 1.1 | 3.0 | 10.0 | 0.0% | 0 | 22.93s | 612 | 42 | 10,291 |
Quick Compare
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