- Rank
- #157
- Total Output Tokens
- 56,766
- Response Time (avg)
- 34.90s
- Total Cost
- $1.488
Ember-1 (low) vs Gemini 3.1 Flash Lite (medium)
Ember-1 (low) leads on average score with 7.0 vs 6.9. Gemini 3.1 Flash Lite (medium) has the lower benchmark cost at $0.153 vs $1.488. Gemini 3.1 Flash Lite (medium) is faster at 6.27s vs 34.90s, with pass rates of 65.2% vs 59.4%.
Compared models
- Rank
- #162
- Total Output Tokens
- 63,967
- Response Time (avg)
- 6.27s
- Total Cost
- $0.153
Recommended model
Gemini 3.1 Flash Lite (medium)
Its score stays close to the best score here (6.9 vs 7.0), while costing about 9.7x less than Ember-1 (low).
Detailed comparison
| Metric | Ember-1 Ember-1 low | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium |
|---|---|---|
| Score | 7.0 | 6.9 |
| Rank | #157 | #162 |
| Reliability | 8.8 | 10.0 |
| Consistency | 8.2 | 9.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 59.4% |
| Flaky tests | 5 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 11.441 | 1.177 |
| Total Cost | $1.488 | $0.153 |
| Input Price | $3.000 / 1M | $0.250 / 1M |
| Output Price | $15.000 / 1M | $1.500 / 1M |
| Total Input Tokens | 211,908 | 228,023 |
| Output Tokens | 14,158 | 10,779 |
| Reasoning Tokens | 42,608 | 53,188 |
| Response Time (avg) | 34.90s | 6.27s |
| Response Time (max) | 121.29s | 47.78s |
| Response Time (total) | 802.79s | 144.10s |
| Parameters | ~2.8T total (~104B active) | ~150B total (~10B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#157 Ember-1
low- Cost
- $0.016
- Time
- 24.2s
- Tokens
- 1,165 tok
#162 Gemini 3.1 Flash Lite
medium- Cost
- $0.003
- Time
- 5.3s
- Tokens
- 1,754 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 4.7 | 3.1 | 33.3% | 1 | 121.29s | 178,897 | 9,378 | 9,921 | |
| Gemini 3.1 Flash Lite | 5.0 | 10.0 | 0.0% | 0 | 47.78s | 123,098 | 1,611 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 8.2 | 7.9 | 83.3% | 1 | 22.18s | 1,402 | 571 | 613 | |
| Gemini 3.1 Flash Lite | 9.1 | 10.0 | 75.0% | 0 | 2.39s | 502 | 604 | 4,201 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 10.0 | 10.0 | 100.0% | 0 | 37.91s | 8,097 | 2,518 | 13,142 | |
| Gemini 3.1 Flash Lite | 5.5 | 10.0 | 33.3% | 0 | 3.81s | 8,134 | 459 | 8,978 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 6.5 | 10.0 | 50.0% | 0 | 51.45s | 12,828 | 381 | 689 | |
| Gemini 3.1 Flash Lite | 7.2 | 9.1 | 50.0% | 0 | 18.55s | 80,983 | 7,241 | 20,231 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 7.3 | 5.9 | 83.3% | 1 | 34.82s | 6,076 | 223 | 778 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.60s | 7,362 | 279 | 2,845 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 2.9 | 7.2 | 11.1% | 1 | 56.17s | 1,154 | 234 | 12,476 | |
| Gemini 3.1 Flash Lite | 2.9 | 7.2 | 11.1% | 1 | 3.93s | 650 | 15 | 7,223 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 10.0 | 10.0 | 100.0% | 0 | 5.67s | 744 | 139 | 462 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.60s | 488 | 84 | 1,142 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 6.2 | 5.8 | 66.7% | 1 | 32.73s | 781 | 121 | 466 | |
| Gemini 3.1 Flash Lite | 9.9 | 10.0 | 100.0% | 0 | 2.59s | 623 | 75 | 3,320 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 10.0 | 10.0 | 100.0% | 0 | 3.27s | 1,452 | 393 | 595 | |
| Gemini 3.1 Flash Lite | 7.6 | 7.2 | 77.8% | 1 | 1.95s | 568 | 165 | 2,450 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 3.0 | 10.0 | 0.0% | 0 | 26.43s | 0 | 0 | 0 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 4.55s | 5,457 | 234 | 921 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ember-1 | 3.0 | 10.0 | 0.0% | 0 | 30.60s | 477 | 200 | 3,466 | |
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 3.08s | 158 | 12 | 1,877 |
Quick Compare
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