- Rank
- #71
- Total Output Tokens
- 102,691
- Response Time (avg)
- 22.71s
- Total Cost
- $1.585
Gemini 3.1 Pro Preview (medium) vs Muse Spark 1.1 (high)
The average score is effectively tied at 8.4 vs 8.4. Gemini 3.1 Pro Preview (medium) has the lower benchmark cost at $1.585 vs $2.570. Gemini 3.1 Pro Preview (medium) is faster at 22.71s vs 37.41s, with pass rates of 89.9% vs 69.6%.
Compared models
- Rank
- #73
- Total Output Tokens
- 505,566
- Response Time (avg)
- 37.41s
- Total Cost
- $2.570
Recommended model
Gemini 3.1 Pro Preview (medium)
It has the best score here (8.4), while costing about 1.6x less than Muse Spark 1.1 (high).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | Muse Spark 1.1 Muse Spark 1.1 high |
|---|---|---|
| Score | 8.4 | 8.4 |
| Rank | #71 | #73 |
| Reliability | 9.8 | 10.0 |
| Consistency | 9.6 | 8.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 69.6% |
| Flaky tests | 1 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 7.924 | 19.762 |
| Total Cost | $1.585 | $2.570 |
| Input Price | $2.000 / 1M | $1.250 / 1M |
| Output Price | $12.000 / 1M | $4.250 / 1M |
| Total Input Tokens | 176,208 | 336,310 |
| Output Tokens | 6,093 | 10,838 |
| Reasoning Tokens | 96,598 | 494,728 |
| Response Time (avg) | 22.71s | 37.41s |
| Response Time (max) | 88.68s | 196.03s |
| Response Time (total) | 386.11s | 860.39s |
| Parameters | ~1.2T total (~20B 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.
#71 Gemini 3.1 Pro Preview
medium- Cost
- $0.115
- Time
- 87.2s
- Tokens
- 9,629 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 4.7 | 1.6 | 66.7% | 1 | 56.17s | 83,912 | 861 | 4,592 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 7.90s | 498 | 112 | 3,218 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 7.9 | 9.9 | 66.7% | 0 | 40.17s | 8,124 | 435 | 41,247 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 9.8 | 10.0 | 100.0% | 0 | 40.39s | 67,910 | 3,687 | 23,111 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 7.72s | 7,265 | 279 | 3,904 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 7.7 | 10.0 | 66.7% | 0 | 20.29s | 644 | 18 | 11,704 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 11.77s | 490 | 108 | 1,179 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 9.56s | 621 | 72 | 2,236 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 6.90s | 570 | 235 | 3,128 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 23.15s | 6,018 | 274 | 982 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 6.27s | 156 | 12 | 1,297 | |
| Muse Spark 1.1 | 3.0 | 10.0 | 0.0% | 0 | 22.93s | 612 | 42 | 10,291 |
Quick Compare
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