- Rank
- #167
- Total Output Tokens
- 129,214
- Response Time (avg)
- 8.68s
- Total Cost
- $0.440
Gemini 3.5 Flash Lite (medium) vs Inkling Small (high)
Inkling Small (high) leads on average score with 7.4 vs 7.3. Inkling Small (high) has the lower benchmark cost at $0.398 vs $0.440. Gemini 3.5 Flash Lite (medium) is faster at 8.68s vs 29.10s, with pass rates of 76.8% vs 66.7%.
Compared models
- Rank
- #157
- Total Output Tokens
- 298,893
- Response Time (avg)
- 29.10s
- Total Cost
- $0.398
Recommended model
Gemini 3.5 Flash Lite (medium)
Its score stays close to the best score here (7.3 vs 7.4), while responding about 3.4x faster than Inkling Small (high).
Detailed comparison
| Metric | Gemini 3.5 Flash Lite Gemini 3.5 Flash Lite medium | Inkling Small Inkling Small high Free Available |
|---|---|---|
| Score | 7.3 | 7.4 |
| Rank | #167 | #157 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.6 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 66.7% |
| Flaky tests | 7 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 3.140 | 2.868 |
| Total Cost | $0.440 | $0.398 |
| Input Price | $0.300 / 1M | $0.450 / 1M |
| Output Price | $2.500 / 1M | $1.200 / 1M |
| Cache Read Price | $0.030 / 1M | $0.100 / 1M |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 388,307 | 85,669 |
| Output Tokens | 10,412 | 6,092 |
| Reasoning Tokens | 118,802 | 292,801 |
| Response Time (avg) | 8.68s | 29.10s |
| Response Time (max) | 86.92s | 122.60s |
| Response Time (total) | 199.65s | 669.40s |
| 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.
#167 Gemini 3.5 Flash Lite
medium- Cost
- $0.010
- Time
- 17.8s
- Tokens
- 4,000 tok
#157 Thinking Machines: Inkling Small
high- Cost
- $0.006
- Time
- 34.7s
- Tokens
- 4,735 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 4.7 | 3.1 | 33.3% | 1 | 86.92s | 284,391 | 1,520 | 31,459 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 23ms | 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 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.11s | 504 | 150 | 5,265 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 6.30s | 702 | 335 | 9,678 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 7.9 | 9.9 | 66.7% | 0 | 9.96s | 8,122 | 471 | 28,930 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 93.23s | 7,374 | 463 | 120,474 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 7.3 | 5.8 | 83.3% | 1 | 17.87s | 79,299 | 7,303 | 29,209 | |
| Inkling Small | 9.9 | 10.0 | 100.0% | 0 | 40.41s | 61,630 | 4,001 | 28,812 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.11s | 7,362 | 287 | 2,226 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 3.99s | 7,068 | 216 | 2,763 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 4.1 | 4.4 | 44.5% | 2 | 5.34s | 656 | 17 | 10,964 | |
| Inkling Small | 5.3 | 10.0 | 33.3% | 0 | 56.28s | 804 | 69 | 84,578 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 4.7 | 3.1 | 33.3% | 1 | 2.97s | 488 | 100 | 1,558 | |
| Inkling Small | 5.3 | 10.0 | 0.0% | 0 | 3.62s | 501 | 153 | 1,395 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 9.8 | 10.0 | 100.0% | 0 | 1.72s | 625 | 69 | 2,657 | |
| Inkling Small | 9.8 | 10.0 | 100.0% | 0 | 3.94s | 708 | 94 | 2,742 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 8.2 | 7.2 | 88.9% | 1 | 1.82s | 570 | 199 | 2,988 | |
| Inkling Small | 4.8 | 4.4 | 44.5% | 2 | 14.39s | 714 | 482 | 18,286 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.84s | 6,132 | 287 | 1,277 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 2.91s | 5,949 | 249 | 577 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 2.8 | 1.6 | 33.3% | 1 | 3.75s | 158 | 9 | 2,269 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 49.27s | 219 | 30 | 23,496 |
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