- Rank
- #271
- Total Output Tokens
- 15,760
- Response Time (avg)
- 3.60s
- Total Cost
- $0.090
Gemini 3.1 Flash Lite Preview vs Inkling Small (medium)
Gemini 3.1 Flash Lite Preview leads on average score with 6.2 vs 6.0. Gemini 3.1 Flash Lite Preview has the lower benchmark cost at $0.090 vs $0.113. Gemini 3.1 Flash Lite Preview is faster at 3.60s vs 6.03s, with pass rates of 55.1% vs 50.7%.
Compared models
- Rank
- #286
- Total Output Tokens
- 56,269
- Response Time (avg)
- 6.03s
- Total Cost
- $0.113
Recommended model
Gemini 3.1 Flash Lite Preview
It has the best score here (6.2), while responding about 1.7x faster 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 Free Available |
|---|---|---|
| Score | 6.2 | 6.0 |
| Rank | #271 | #286 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 55.1% | 50.7% |
| Flaky tests | 1 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.743 | 1.177 |
| Total Cost | $0.090 | $0.113 |
| Input Price | $0.250 / 1M | $0.450 / 1M |
| Output Price | $1.500 / 1M | $1.200 / 1M |
| Cache Read Price | $0.025 / 1M | $0.100 / 1M |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 261,962 | 100,255 |
| Output Tokens | 12,799 | 6,422 |
| Reasoning Tokens | 2,961 | 49,847 |
| Response Time (avg) | 3.60s | 6.03s |
| Response Time (max) | 48.59s | 17.26s |
| Response Time (total) | 82.91s | 138.65s |
| Parameters | ~150B total (~10B active) | 276B total (12B active) |
| Availability | Closed | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#271 Gemini 3.1 Flash Lite Preview
none- Cost
- $0.003
- Time
- 4.7s
- Tokens
- 1,827 tok
#286 Thinking Machines: Inkling Small
medium- Cost
- $0.003
- Time
- 13.4s
- Tokens
- 1,753 tok
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 | 48.59s | 141,007 | 1,599 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 49ms | 0 | 0 | 0 |
| 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 | 542 | 550 | |
| 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 | 279 | 120 | |
| 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 | 18 | 419 | |
| 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 | 72 | 502 | |
| 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 | 221 | 824 | |
| 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 | 236 | 546 | |
| 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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