- Rank
- #279
- Total Output Tokens
- 8,000
- Response Time (avg)
- 3.78s
- Total Cost
- $0.056
GPT-5.6 Luna vs Inkling Small (low)
GPT-5.6 Luna leads on average score with 5.3 vs 5.2. GPT-5.6 Luna has the lower benchmark cost at $0.056 vs $0.059. Inkling Small (low) is faster at 1.99s vs 3.78s, with pass rates of 34.8% vs 47.8%.
Compared models
- Rank
- #285
- Total Output Tokens
- 14,686
- Response Time (avg)
- 1.99s
- Total Cost
- $0.059
Recommended model
Inkling Small (low)
Its score stays close to the best score here (5.2 vs 5.3), while responding about 1.9x faster than GPT-5.6 Luna.
Detailed comparison
| Metric | GPT-5.6 Luna GPT-5.6 Luna none | Inkling Small Inkling Small low Free Available |
|---|---|---|
| Score | 5.3 | 5.2 |
| Rank | #279 | #285 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.8 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 34.8% | 47.8% |
| Flaky tests | 3 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 2.814 | 0.649 |
| Total Cost | $0.056 | $0.059 |
| Input Price | $0.200 / 1M | $0.450 / 1M |
| Output Price | $1.200 / 1M | $1.200 / 1M |
| Total Input Tokens | 230,744 | 81,447 |
| Output Tokens | 8,000 | 2,715 |
| Reasoning Tokens | 0 | 11,971 |
| Response Time (avg) | 3.78s | 1.99s |
| Response Time (max) | 53.77s | 5.82s |
| Response Time (total) | 86.83s | 45.67s |
| Parameters | ~400B total (~17B 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.
#279 GPT-5.6 Luna
none- Cost
- $0.016
- Time
- 15.8s
- Tokens
- 2,685 tok
#285 Thinking Machines: Inkling Small
low- Cost
- $0.001
- Time
- 5.9s
- Tokens
- 759 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 5.0 | 10.0 | 0.0% | 0 | 53.77s | 129,412 | 1,291 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 24ms | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 4.8 | 10.0 | 25.0% | 0 | 901ms | 606 | 266 | 0 | |
| Inkling Small | 9.2 | 8.4 | 91.7% | 1 | 1.81s | 702 | 240 | 1,831 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 3.8 | 7.2 | 22.2% | 1 | 980ms | 7,302 | 459 | 0 | |
| Inkling Small | 4.6 | 5.0 | 33.3% | 2 | 3.70s | 7,374 | 375 | 4,332 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 3.2 | 9.1 | 0.0% | 0 | 6.68s | 78,124 | 5,022 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 4.08s | 55,293 | 893 | 1,420 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 758ms | 7,140 | 222 | 0 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 1.25s | 7,068 | 216 | 372 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 3.6 | 7.2 | 22.2% | 1 | 784ms | 732 | 54 | 0 | |
| Inkling Small | 5.3 | 10.0 | 33.3% | 0 | 852ms | 804 | 68 | 602 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 5.0 | 10.0 | 0.0% | 0 | 1.00s | 477 | 150 | 0 | |
| Inkling Small | 5.3 | 10.0 | 0.0% | 0 | 1.42s | 501 | 141 | 389 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 7.1 | 5.8 | 83.3% | 1 | 1.23s | 660 | 86 | 0 | |
| Inkling Small | 9.9 | 10.0 | 100.0% | 0 | 1.89s | 708 | 93 | 902 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 5.3 | 10.0 | 33.3% | 0 | 790ms | 642 | 202 | 0 | |
| Inkling Small | 5.3 | 7.2 | 44.4% | 1 | 1.56s | 714 | 315 | 1,225 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 2.80s | 5,454 | 222 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 2.21s | 8,064 | 339 | 84 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 3.0 | 10.0 | 0.0% | 0 | 651ms | 195 | 26 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 2.00s | 219 | 35 | 814 |
Quick Compare
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