- Rank
- #164
- Total Output Tokens
- 121,223
- Response Time (avg)
- 58.14s
- Total Cost
- $2.405
Ember-1 (high) vs Gemini 3.1 Flash Lite (medium)
The average score is effectively tied at 6.9 vs 6.9. Gemini 3.1 Flash Lite (medium) has the lower benchmark cost at $0.153 vs $2.405. Gemini 3.1 Flash Lite (medium) is faster at 6.27s vs 58.14s, with pass rates of 71.0% vs 59.4%.
Compared models
- Rank
- #163
- Total Output Tokens
- 63,967
- Response Time (avg)
- 6.27s
- Total Cost
- $0.153
Recommended model
Gemini 3.1 Flash Lite (medium)
It has the best score here (6.9), while costing about 15.7x less than Ember-1 (high).
Detailed comparison
| Metric | Ember-1 Ember-1 high | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium |
|---|---|---|
| Score | 6.9 | 6.9 |
| Rank | #164 | #163 |
| Reliability | 8.6 | 10.0 |
| Consistency | 7.2 | 9.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 59.4% |
| Flaky tests | 8 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 20.041 | 1.177 |
| Total Cost | $2.405 | $0.153 |
| Input Price | $3.000 / 1M | $0.250 / 1M |
| Output Price | $15.000 / 1M | $1.500 / 1M |
| Total Input Tokens | 195,489 | 228,023 |
| Output Tokens | 12,475 | 10,779 |
| Reasoning Tokens | 108,748 | 53,188 |
| Response Time (avg) | 58.14s | 6.27s |
| Response Time (max) | 255.06s | 47.78s |
| Response Time (total) | 1337.19s | 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.
#164 Ember-1
high- Cost
- $0.038
- Time
- 55.1s
- Tokens
- 2,671 tok
#163 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 | 6.1 | 3.1 | 66.7% | 1 | 88.31s | 146,912 | 5,130 | 5,968 | |
| 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 | 8.7 | 7.9 | 91.7% | 1 | 24.05s | 1,544 | 886 | 992 | |
| 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 | 8.2 | 7.2 | 88.9% | 1 | 72.23s | 7,144 | 1,281 | 23,093 | |
| 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 | 6.4 | 5.8 | 66.7% | 1 | 79.89s | 28,994 | 1,667 | 6,614 | |
| 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 | 36.10s | 6,076 | 230 | 1,228 | |
| 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 | 4.4 | 22.2% | 2 | 175.49s | 1,154 | 1,023 | 61,582 | |
| 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 | 4.49s | 744 | 194 | 304 | |
| 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 | 7.1 | 5.8 | 83.3% | 1 | 33.38s | 992 | 162 | 784 | |
| 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 | 4.84s | 1,452 | 390 | 848 | |
| 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 | 26.45s | 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 | 65.34s | 477 | 1,512 | 7,335 | |
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 3.08s | 158 | 12 | 1,877 |
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