- Rank
- #253
- Total Output Tokens
- 15,760
- Response Time (avg)
- 3.60s
- Total Cost
- $0.090
Gemini 3.1 Flash Lite Preview vs Inkling
Gemini 3.1 Flash Lite Preview leads on average score with 6.2 vs 6.1. Gemini 3.1 Flash Lite Preview has the lower benchmark cost at $0.090 vs $0.292. Gemini 3.1 Flash Lite Preview is faster at 3.60s vs 5.30s, with pass rates of 55.1% vs 31.9%.
Compared models
- Rank
- #258
- Total Output Tokens
- 16,536
- Response Time (avg)
- 5.30s
- Total Cost
- $0.292
Recommended model
Gemini 3.1 Flash Lite Preview
It has the best score here (6.2), while costing about 3.3x less than Inkling.
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none | Inkling Inkling none Free Available |
|---|---|---|
| Score | 6.2 | 6.1 |
| Rank | #253 | #258 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 9.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 55.1% | 31.9% |
| Flaky tests | 1 | 1 |
| Total Runs | 69 | 69 |
| Cost per result | 0.743 | 4.337 |
| Total Cost | $0.090 | $0.292 |
| Input Price | $0.250 / 1M | $0.950 / 1M |
| Output Price | $1.500 / 1M | $4.050 / 1M |
| Cache Read Price | $0.025 / 1M | $0.160 / 1M |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 261,962 | 236,599 |
| Output Tokens | 12,799 | 11,561 |
| Reasoning Tokens | 2,961 | 4,975 |
| Response Time (avg) | 3.60s | 5.30s |
| Response Time (max) | 48.59s | 48.02s |
| Response Time (total) | 82.91s | 121.91s |
| Parameters | ~150B total (~10B active) | 975B total (41B active) |
| Availability | Closed | Open source |
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.
#253 Gemini 3.1 Flash Lite Preview
none- Cost
- $0.003
- Time
- 4.7s
- Tokens
- 1,827 tok
#258 Thinking Machines: Inkling
none
Provider returned error
- Cost
- $0.000
- Time
- 5.3s
- Tokens
- 0 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 | 10.0 | 10.0 | 100.0% | 0 | 45.64s | 132,479 | 1,007 | 4,975 |
| 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 | 4.8 | 10.0 | 25.0% | 0 | 1.43s | 678 | 261 | 0 |
| 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 | 4.5 | 10.0 | 0.0% | 0 | 1.01s | 7,356 | 436 | 0 |
| 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 | 2.9 | 5.8 | 16.7% | 1 | 25.74s | 80,195 | 8,777 | 0 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 1.14s | 7,056 | 279 | 0 |
| 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 | 5.3 | 10.0 | 33.3% | 0 | 1.18s | 786 | 45 | 0 |
| 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 | 5.0 | 10.0 | 0.0% | 0 | 859ms | 495 | 156 | 0 |
| 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 | 6.3 | 10.0 | 50.0% | 0 | 1.72s | 696 | 72 | 0 |
| 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 | 5.6 | 9.9 | 33.3% | 0 | 931ms | 696 | 291 | 0 |
| 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 | 3.0 | 10.0 | 0.0% | 0 | 2.50s | 5,949 | 213 | 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 Preview | 3.0 | 10.0 | 0.0% | 0 | 814ms | 158 | 9 | 0 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 670ms | 213 | 24 | 0 |
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