- Rank
- #155
- Total Output Tokens
- 59,534
- Response Time (avg)
- 6.78s
- Total Cost
- $0.158
Gemini 3.1 Flash Lite Preview (medium) vs Muse Glimmer 30B (low)
Gemini 3.1 Flash Lite Preview (medium) leads on average score with 7.0 vs 6.9. Gemini 3.1 Flash Lite Preview (medium) has the lower benchmark cost at $0.158 vs $0.266. Gemini 3.1 Flash Lite Preview (medium) is faster at 6.78s vs 22.40s, with pass rates of 60.9% vs 63.8%.
Compared models
- Rank
- #161
- Total Output Tokens
- 107,665
- Response Time (avg)
- 22.40s
- Total Cost
- $0.266
Recommended model
Gemini 3.1 Flash Lite Preview (medium)
It has the best score here (7.0), while costing about 1.7x less than Muse Glimmer 30B (low).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | Muse Glimmer 30B Muse Glimmer 30B low |
|---|---|---|
| Score | 7.0 | 6.9 |
| Rank | #155 | #161 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.9 | 8.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 60.9% | 63.8% |
| Flaky tests | 0 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 1.124 | 2.414 |
| Total Cost | $0.158 | $0.266 |
| Input Price | $0.250 / 1M | $0.350 / 1M |
| Output Price | $1.500 / 1M | $1.500 / 1M |
| Total Input Tokens | 272,221 | 307,228 |
| Output Tokens | 12,345 | 36,044 |
| Reasoning Tokens | 47,189 | 71,621 |
| Response Time (avg) | 6.78s | 22.40s |
| Response Time (max) | 54.91s | 234.92s |
| Response Time (total) | 155.96s | 515.14s |
| Parameters | ~150B total (~10B 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.
#155 Gemini 3.1 Flash Lite Preview
medium- Cost
- $0.003
- Time
- 5.2s
- Tokens
- 1,944 tok
#161 Muse Glimmer 30B
low- Cost
- $0.002
- Time
- 13.5s
- Tokens
- 953 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 Flash Lite Preview | 5.0 | 10.0 | 0.0% | 0 | 54.91s | 154,728 | 1,756 | 0 | |
| Muse Glimmer 30B | 6.1 | 3.1 | 66.7% | 1 | 104.96s | 176,916 | 2,177 | 9,518 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 9.1 | 10.0 | 75.0% | 0 | 2.33s | 512 | 570 | 4,305 | |
| Muse Glimmer 30B | 8.7 | 8.0 | 91.7% | 1 | 3.57s | 810 | 1,054 | 2,240 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.5 | 10.0 | 33.3% | 0 | 4.09s | 8,126 | 461 | 8,597 | |
| Muse Glimmer 30B | 8.1 | 9.9 | 66.7% | 0 | 16.52s | 7,419 | 2,759 | 10,173 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.2 | 9.1 | 50.0% | 0 | 16.63s | 93,097 | 8,706 | 16,997 | |
| Muse Glimmer 30B | 3.8 | 5.8 | 33.3% | 1 | 131.97s | 102,271 | 24,417 | 33,400 |
| 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 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 2.29s | 7,362 | 279 | 2,952 | |
| Muse Glimmer 30B | 10.0 | 10.0 | 100.0% | 0 | 4.17s | 7,065 | 1,219 | 1,841 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.3 | 10.0 | 33.3% | 0 | 4.09s | 652 | 18 | 6,120 | |
| Muse Glimmer 30B | 3.5 | 4.4 | 33.3% | 2 | 11.48s | 885 | 3,067 | 6,658 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.16s | 488 | 96 | 1,488 | |
| Muse Glimmer 30B | 5.0 | 10.0 | 0.0% | 0 | 2.50s | 525 | 33 | 542 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.91s | 621 | 72 | 2,121 | |
| Muse Glimmer 30B | 8.4 | 6.9 | 83.3% | 1 | 3.60s | 765 | 139 | 1,467 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.7 | 10.0 | 66.7% | 0 | 5.30s | 566 | 141 | 1,896 | |
| Muse Glimmer 30B | 7.7 | 10.0 | 66.7% | 0 | 5.06s | 795 | 545 | 2,721 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.80s | 5,909 | 234 | 912 | |
| Muse Glimmer 30B | 10.0 | 10.0 | 100.0% | 0 | 5.04s | 9,546 | 385 | 803 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 2.68s | 160 | 12 | 1,801 | |
| Muse Glimmer 30B | 3.0 | 10.0 | 0.0% | 0 | 9.71s | 231 | 249 | 2,258 |
Quick Compare
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