- Rank
- #242
- Total Output Tokens
- 12,875
- Response Time (avg)
- 3.95s
- Total Cost
- $0.080
Gemini 3.1 Flash Lite (minimal) vs Inkling Small (medium)
The average score is effectively tied at 5.9 vs 6.0. Gemini 3.1 Flash Lite (minimal) has the lower benchmark cost at $0.080 vs $0.118. Gemini 3.1 Flash Lite (minimal) is faster at 3.95s vs 6.03s, with pass rates of 49.3% vs 50.7%.
Compared models
- Rank
- #240
- Total Output Tokens
- 56,269
- Response Time (avg)
- 6.03s
- Total Cost
- $0.118
Recommended model
Gemini 3.1 Flash Lite (minimal)
It has the best score here (5.9), while responding about 1.5x faster than Inkling Small (medium).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal | Inkling Small Inkling Small medium Free Available |
|---|---|---|
| Score | 5.9 | 6.0 |
| Rank | #242 | #240 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 49.3% | 50.7% |
| Flaky tests | 3 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.791 | 1.177 |
| Total Cost | $0.080 | $0.118 |
| Input Price | $0.250 / 1M | $0.450 / 1M |
| Output Price | $1.500 / 1M | $1.200 / 1M |
| Total Input Tokens | 238,785 | 100,255 |
| Output Tokens | 12,875 | 6,422 |
| Reasoning Tokens | 0 | 49,847 |
| Response Time (avg) | 3.95s | 6.03s |
| Response Time (max) | 50.03s | 17.26s |
| Response Time (total) | 90.76s | 138.65s |
| 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.
#242 Gemini 3.1 Flash Lite
minimal- Cost
- $0.001
- Time
- 3.7s
- Tokens
- 635 tok
#240 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
| 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 | 50.03s | 119,709 | 1,757 | 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 | 8.3 | 10.0 | 75.0% | 0 | 1.10s | 500 | 639 | 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 | 5.5 | 10.0 | 33.3% | 0 | 831ms | 8,126 | 666 | 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 | 3.0 | 10.0 | 0.0% | 0 | 7.75s | 94,962 | 8,988 | 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 | 10.0 | 10.0 | 100.0% | 0 | 1.04s | 7,552 | 279 | 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 | 2.9 | 7.2 | 11.1% | 1 | 972ms | 652 | 15 | 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 | 4.0 | 10.0 | 0.0% | 0 | 791ms | 490 | 63 | 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 | 10.0 | 10.0 | 100.0% | 0 | 932ms | 615 | 72 | 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 | 6.0 | 4.6 | 66.7% | 2 | 2.15s | 564 | 153 | 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 | 10.0 | 10.0 | 100.0% | 0 | 3.51s | 5,457 | 234 | 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 | 3.0 | 10.0 | 0.0% | 0 | 724ms | 158 | 9 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 14.19s | 219 | 32 | 6,866 |
Quick Compare
Switch Comparison Pair
Seed-2.0-LitenonevsInkling SmallmediumFree AvailableInkling SmallmediumFree AvailablevsMiMo-V2.6-PrononeInkling SmallmediumFree AvailablevsGLM 5.3 FlashXlowGemini 3.1 Flash Liteminimalvsgpt-oss-120bmediumSeed-2.0-LitenonevsGemini 3.1 Flash LiteminimalGemini 3.1 Flash LiteminimalvsMiMo-V2.6-PrononeGemini 3.1 Flash LiteminimalvsQwen3.6 FlashnoneGemini 3.1 Flash LiteminimalvsGLM 5.3 FlashXlowClaude Sonnet 5nonevsGemini 3.1 Flash LiteminimalGemini 3.1 Flash LitenonevsInkling SmallmediumFree AvailableQwen3.6 FlashnonevsInkling SmallmediumFree AvailableGemini 3.1 Flash LiteminimalvsNemotron 3 UltranoneFree Available