- Rank
- #162
- Total Output Tokens
- 63,967
- Response Time (avg)
- 6.27s
- Total Cost
- $0.153
Gemini 3.1 Flash Lite (medium) vs Inkling (low)
Gemini 3.1 Flash Lite (medium) leads on average score with 6.9 vs 6.8. Gemini 3.1 Flash Lite (medium) has the lower benchmark cost at $0.153 vs $0.304. Gemini 3.1 Flash Lite (medium) is faster at 6.27s vs 6.81s, with pass rates of 59.4% vs 56.5%.
Compared models
- Rank
- #170
- Total Output Tokens
- 22,037
- Response Time (avg)
- 6.81s
- Total Cost
- $0.304
Recommended model
Gemini 3.1 Flash Lite (medium)
It has the best score here (6.9), while costing about 2.0x less than Inkling (low).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium | Inkling Inkling low Free Available |
|---|---|---|
| Score | 6.9 | 6.8 |
| Rank | #162 | #170 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.2 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 59.4% | 56.5% |
| Flaky tests | 2 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.177 | 2.756 |
| Total Cost | $0.153 | $0.304 |
| Input Price | $0.250 / 1M | $1.000 / 1M |
| Output Price | $1.500 / 1M | $4.050 / 1M |
| Total Input Tokens | 228,023 | 213,901 |
| Output Tokens | 10,779 | 9,623 |
| Reasoning Tokens | 53,188 | 12,414 |
| Response Time (avg) | 6.27s | 6.81s |
| Response Time (max) | 47.78s | 44.24s |
| Response Time (total) | 144.10s | 156.70s |
| Parameters | ~150B total (~10B active) | 975B total (41B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#162 Gemini 3.1 Flash Lite
medium- Cost
- $0.003
- Time
- 5.3s
- Tokens
- 1,754 tok
#170 Thinking Machines: Inkling
low- Cost
- $0.002
- Time
- 6.1s
- Tokens
- 502 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 | 47.78s | 123,098 | 1,611 | 0 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 44.24s | 104,008 | 1,043 | 2,090 |
| 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 | 9.1 | 10.0 | 75.0% | 0 | 2.39s | 502 | 604 | 4,201 | |
| Inkling | 8.3 | 10.0 | 75.0% | 0 | 2.51s | 702 | 172 | 1,024 |
| 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 | 3.81s | 8,134 | 459 | 8,978 | |
| Inkling | 5.1 | 7.2 | 22.2% | 1 | 8.71s | 7,374 | 355 | 4,961 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 7.2 | 9.1 | 50.0% | 0 | 18.55s | 80,983 | 7,241 | 20,231 | |
| Inkling | 2.9 | 5.8 | 16.7% | 1 | 22.73s | 85,854 | 6,920 | 1,367 |
| 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 | 2.60s | 7,362 | 279 | 2,845 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 2.07s | 7,068 | 216 | 344 |
| 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 | 3.93s | 650 | 15 | 7,223 | |
| Inkling | 5.3 | 10.0 | 33.3% | 0 | 1.68s | 804 | 67 | 485 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 2.60s | 488 | 84 | 1,142 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 3.44s | 501 | 160 | 213 |
| 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 | 9.9 | 10.0 | 100.0% | 0 | 2.59s | 623 | 75 | 3,320 | |
| Inkling | 9.8 | 10.0 | 100.0% | 0 | 1.81s | 708 | 93 | 379 |
| 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 | 7.6 | 7.2 | 77.8% | 1 | 1.95s | 568 | 165 | 2,450 | |
| Inkling | 6.4 | 5.0 | 66.7% | 2 | 2.97s | 714 | 347 | 908 |
| 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 | 4.55s | 5,457 | 234 | 921 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 2.57s | 5,949 | 219 | 0 |
| 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 | 3.08s | 158 | 12 | 1,877 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 3.12s | 219 | 31 | 643 |
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