- Rank
- #122
- Total Output Tokens
- 47,986
- Response Time (avg)
- 9.64s
- Total Cost
- $0.101
GPT-5.6 Luna (medium) vs Inkling Small (high)
The average score is effectively tied at 7.4 vs 7.4. GPT-5.6 Luna (medium) has the lower benchmark cost at $0.101 vs $0.402. GPT-5.6 Luna (medium) is faster at 9.64s vs 29.10s, with pass rates of 62.3% vs 66.7%.
Compared models
- Rank
- #128
- Total Output Tokens
- 298,893
- Response Time (avg)
- 29.10s
- Total Cost
- $0.402
Recommended model
GPT-5.6 Luna (medium)
It has the best score here (7.4), while costing about 4.0x less than Inkling Small (high).
Detailed comparison
| Metric | GPT-5.6 Luna GPT-5.6 Luna medium | Inkling Small Inkling Small high Free Available |
|---|---|---|
| Score | 7.4 | 7.4 |
| Rank | #122 | #128 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.0 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 66.7% |
| Flaky tests | 3 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 2.822 | 2.868 |
| Total Cost | $0.101 | $0.402 |
| Input Price | $0.200 / 1M | $0.450 / 1M |
| Output Price | $1.200 / 1M | $1.200 / 1M |
| Total Input Tokens | 212,780 | 85,669 |
| Output Tokens | 6,849 | 6,092 |
| Reasoning Tokens | 41,137 | 292,801 |
| Response Time (avg) | 9.64s | 29.10s |
| Response Time (max) | 58.09s | 122.60s |
| Response Time (total) | 221.62s | 669.40s |
| 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.
#122 GPT-5.6 Luna
medium- Cost
- $0.014
- Time
- 14.6s
- Tokens
- 2,362 tok
#128 Thinking Machines: Inkling Small
high- Cost
- $0.006
- Time
- 34.7s
- Tokens
- 4,735 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 | 7.4 | 3.8 | 66.7% | 1 | 58.09s | 123,095 | 1,148 | 2,313 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 8.3 | 10.0 | 75.0% | 0 | 2.52s | 606 | 160 | 987 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 5.4 | 7.2 | 44.4% | 1 | 10.38s | 7,302 | 564 | 9,928 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 14.59s | 66,477 | 3,926 | 4,594 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 1.95s | 7,140 | 234 | 324 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 2.9 | 7.2 | 11.1% | 1 | 18.45s | 732 | 70 | 17,375 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 5.1 | 10.0 | 0.0% | 0 | 4.34s | 477 | 112 | 496 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 9.9 | 10.0 | 100.0% | 0 | 2.38s | 660 | 95 | 393 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 7.8 | 10.0 | 66.7% | 0 | 4.04s | 642 | 255 | 2,104 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 6.02s | 5,454 | 256 | 244 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-5.6 Luna | 3.0 | 10.0 | 0.0% | 0 | 6.64s | 195 | 29 | 2,379 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 49.27s | 219 | 30 | 23,496 |
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