- Rank
- #71
- Total Output Tokens
- 102,691
- Response Time (avg)
- 22.71s
- Total Cost
- $1.585
Gemini 3.1 Pro Preview (medium) vs Muse Glimmer 30B (xhigh)
The average score is effectively tied at 8.4 vs 8.4. Muse Glimmer 30B (xhigh) has the lower benchmark cost at $0.724 vs $1.585. Gemini 3.1 Pro Preview (medium) is faster at 22.71s vs 97.70s, with pass rates of 89.9% vs 71.0%.
Compared models
- Rank
- #70
- Total Output Tokens
- 465,024
- Response Time (avg)
- 97.70s
- Total Cost
- $0.724
Recommended model
Gemini 3.1 Pro Preview (medium)
It has the best score here (8.4), while responding about 4.3x faster than Muse Glimmer 30B (xhigh).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | Muse Glimmer 30B Muse Glimmer 30B xhigh |
|---|---|---|
| Score | 8.4 | 8.4 |
| Rank | #71 | #70 |
| Reliability | 9.8 | 9.9 |
| Consistency | 9.6 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 71.0% |
| Flaky tests | 1 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 7.924 | 5.170 |
| Total Cost | $1.585 | $0.724 |
| Input Price | $2.000 / 1M | $0.350 / 1M |
| Output Price | $12.000 / 1M | $1.500 / 1M |
| Total Input Tokens | 176,208 | 287,538 |
| Output Tokens | 6,093 | 118,266 |
| Reasoning Tokens | 96,598 | 346,758 |
| Response Time (avg) | 22.71s | 97.70s |
| Response Time (max) | 88.68s | 576.79s |
| Response Time (total) | 386.11s | 2247.18s |
| Parameters | ~1.2T total (~20B active) | 30B |
| Availability | Closed | Open source |
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
#70 Muse Glimmer 30B
xhigh- Cost
- $0.007
- Time
- 94.6s
- Tokens
- 4,318 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 Glimmer 30B | 10.0 | 10.0 | 100.0% | 0 | 145.06s | 176,608 | 1,893 | 16,287 |
| 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 Glimmer 30B | 10.0 | 10.0 | 100.0% | 0 | 13.01s | 822 | 9,982 | 12,542 |
| 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 Glimmer 30B | 10.0 | 10.0 | 100.0% | 0 | 105.91s | 7,428 | 18,697 | 63,334 |
| 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 Glimmer 30B | 6.0 | 2.7 | 66.7% | 2 | 272.74s | 82,932 | 21,229 | 77,043 |
| 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 Glimmer 30B | 10.0 | 10.0 | 100.0% | 0 | 19.84s | 7,071 | 6,535 | 10,689 |
| 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 Glimmer 30B | 2.9 | 7.2 | 11.1% | 1 | 142.55s | 894 | 43,561 | 77,204 |
| 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 Glimmer 30B | 5.5 | 10.0 | 0.0% | 0 | 7.41s | 528 | 1,928 | 2,060 |
| 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 Glimmer 30B | 8.4 | 6.9 | 83.3% | 1 | 8.90s | 771 | 2,420 | 4,507 |
| 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 Glimmer 30B | 7.8 | 9.3 | 66.7% | 0 | 199.67s | 695 | 10,241 | 60,935 |
| 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 Glimmer 30B | 10.0 | 10.0 | 100.0% | 0 | 8.08s | 9,555 | 383 | 1,566 |
| 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 Glimmer 30B | 3.0 | 10.0 | 0.0% | 0 | 87.23s | 234 | 1,397 | 20,591 |
Quick Compare
Switch Comparison Pair
Muse Glimmer 30BxhighvsGPT-5 MinimediumMuse Glimmer 30BxhighvsQwen3.8 2.4T A95BlowGemini 3.1 Pro PreviewmediumvsInklinghighFree AvailableGemini 3.1 Pro PreviewmediumvsMuse Spark 1.1highGemini 3.1 Pro PreviewmediumvsQwen3.8 2.4T A95BlowMuse Glimmer 30BxhighvsInklinghighFree AvailableDeepSeek V4 Flash 0731highvsGemini 3.1 Pro PreviewmediumDeepSeek V4 Flash 0731highvsMuse Glimmer 30BxhighGemini 3.1 Pro PreviewmediumvsGLM 5.2highMuse Glimmer 30BxhighvsGLM 5.2highMuse Glimmer 30BxhighvsQwen3.7 MaxmediumClaude Sonnet 5mediumvsMuse Glimmer 30Bxhigh