- Rank
- #153
- Total Output Tokens
- 14,161
- Response Time (avg)
- 1.56s
- Total Cost
- $0.052
Gemini 3.1 Flash Lite Preview vs Inkling Small (medium)
Inkling Small (medium) leads on average score with 6.6 vs 6.4. Gemini 3.1 Flash Lite Preview has the lower benchmark cost at $0.052 vs $0.113. Gemini 3.1 Flash Lite Preview is faster at 1.56s vs 6.30s, with pass rates of 57.6% vs 53.0%.
- Rank
- #146
- Total Output Tokens
- 56,269
- Response Time (avg)
- 6.30s
- Total Cost
- $0.113
Recommended model
Gemini 3.1 Flash Lite Preview
Its score stays close to the best score here (6.4 vs 6.6), while costing about 2.2x less than Inkling Small (medium).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none | Inkling Small Inkling Small medium |
|---|---|---|
| Score | 6.4 | 6.6 |
| Rank | #153 | #146 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 9.0 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 57.6% | 53.0% |
| Flaky tests | 1 | 3 |
| Total Runs | 66 | 66 |
| Cost per result | 0.430 | 1.177 |
| Total Cost | $0.052 | $0.113 |
| Input Price | $0.250 / 1M | $0.450 / 1M |
| Output Price | $1.500 / 1M | $1.200 / 1M |
| Total Input Tokens | 120,955 | 100,255 |
| Output Tokens | 14,161 | 6,422 |
| Reasoning Tokens | 0 | 49,847 |
| Response Time (avg) | 1.56s | 6.30s |
| Response Time (max) | 9.27s | 17.26s |
| Response Time (total) | 34.32s | 138.60s |
| Parameters | ~150B total (~10B active) | 276B total (12B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#153 Gemini 3.1 Flash Lite Preview
none- Cost
- $0.003
- Time
- 4.7s
- Tokens
- 1,827 tok
#146 Thinking Machines: Inkling Small
medium- Cost
- $0.003
- Time
- 13.4s
- Tokens
- 1,753 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
| 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 | 7.5 | 8.4 | 66.7% | 1 | 1.04s | 504 | 1,092 | 0 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 4.09s | 702 | 401 | 5,846 |
| 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 | 967ms | 8,128 | 670 | 0 | |
| Inkling Small | 7.8 | 10.0 | 66.7% | 0 | 10.49s | 7,374 | 434 | 13,783 |
| 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 | 3.0 | 10.0 | 0.0% | 0 | 6.23s | 96,386 | 9,084 | 0 | |
| Inkling Small | 3.8 | 5.8 | 33.3% | 1 | 8.89s | 76,198 | 4,299 | 1,761 |
| 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 | 1.22s | 7,550 | 399 | 0 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 7,068 | 216 | 2,123 |
| 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 | 811ms | 654 | 437 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 7.65s | 804 | 69 | 9,365 |
| 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 | 4.0 | 10.0 | 0.0% | 0 | 741ms | 488 | 69 | 0 | |
| Inkling Small | 5.3 | 10.0 | 0.0% | 0 | 2.58s | 501 | 169 | 921 |
| 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 | 1.13s | 623 | 574 | 0 | |
| Inkling Small | 8.5 | 6.8 | 83.3% | 1 | 3.78s | 708 | 93 | 2,477 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 900ms | 570 | 1,045 | 0 | |
| Inkling Small | 5.8 | 7.7 | 44.4% | 1 | 5.24s | 714 | 469 | 6,498 |
| 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 | 3.39s | 5,894 | 782 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 2.12s | 5,967 | 240 | 207 |
| 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 | 814ms | 158 | 9 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 14.19s | 219 | 32 | 6,866 |
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