- Rank
- #163
- Total Output Tokens
- 63,967
- Response Time (avg)
- 6.27s
- Total Cost
- $0.153
Gemini 3.1 Flash Lite (medium) vs Muse Glimmer 30B (low)
Muse Glimmer 30B (low) leads on average score with 6.9 vs 6.9. Gemini 3.1 Flash Lite (medium) has the lower benchmark cost at $0.153 vs $0.266. Gemini 3.1 Flash Lite (medium) is faster at 6.27s vs 22.40s, with pass rates of 59.4% 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 (medium)
Its score stays close to the best score here (6.9 vs 6.9), while costing about 1.7x less than Muse Glimmer 30B (low).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium | Muse Glimmer 30B Muse Glimmer 30B low |
|---|---|---|
| Score | 6.9 | 6.9 |
| Rank | #163 | #161 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.2 | 8.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 59.4% | 63.8% |
| Flaky tests | 2 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 1.177 | 2.414 |
| Total Cost | $0.153 | $0.266 |
| Input Price | $0.250 / 1M | $0.350 / 1M |
| Output Price | $1.500 / 1M | $1.500 / 1M |
| Total Input Tokens | 228,023 | 307,228 |
| Output Tokens | 10,779 | 36,044 |
| Reasoning Tokens | 53,188 | 71,621 |
| Response Time (avg) | 6.27s | 22.40s |
| Response Time (max) | 47.78s | 234.92s |
| Response Time (total) | 144.10s | 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.
#163 Gemini 3.1 Flash Lite
medium- Cost
- $0.003
- Time
- 5.3s
- Tokens
- 1,754 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 | 5.0 | 10.0 | 0.0% | 0 | 47.78s | 123,098 | 1,611 | 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 | 9.1 | 10.0 | 75.0% | 0 | 2.39s | 502 | 604 | 4,201 | |
| 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 | 5.5 | 10.0 | 33.3% | 0 | 3.81s | 8,134 | 459 | 8,978 | |
| 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 | 7.2 | 9.1 | 50.0% | 0 | 18.55s | 80,983 | 7,241 | 20,231 | |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 2.60s | 7,362 | 279 | 2,845 | |
| 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 | 2.9 | 7.2 | 11.1% | 1 | 3.93s | 650 | 15 | 7,223 | |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 2.60s | 488 | 84 | 1,142 | |
| 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 | 9.9 | 10.0 | 100.0% | 0 | 2.59s | 623 | 75 | 3,320 | |
| 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 | 7.6 | 7.2 | 77.8% | 1 | 1.95s | 568 | 165 | 2,450 | |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 4.55s | 5,457 | 234 | 921 | |
| 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 | 3.0 | 10.0 | 0.0% | 0 | 3.08s | 158 | 12 | 1,877 | |
| Muse Glimmer 30B | 3.0 | 10.0 | 0.0% | 0 | 9.71s | 231 | 249 | 2,258 |
Quick Compare
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