Model comparison
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Differences vs. gpt-5.6-luna · high
Score, cost & time differences
Current baseline · gpt-5.6-luna · high
15Knowledge & Reasoning
Compared with gpt-5.6-luna · high
- Qwen 3.8 27b · default
Knowledge & Reasoning: +5 ptsReference cost $1.12 ($1.07 more)Evaluation time 55m 1s (49m 58s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-5.6-luna · high | Qwen 3.8 27b · default |
|---|---|---|
| Knowledge & Reasoning | gpt-5.6-lunahigh 15 | Qwen 3.8 27bdefault 20+5 pts |
| Overall | gpt-5.6-lunahigh 38.30 | Qwen 3.8 27bdefault 53.00+14.7 pts |
| Backend engineering | gpt-5.6-lunahigh 49 | Qwen 3.8 27bdefault 64+15 pts |
| Frontend interaction | gpt-5.6-lunahigh 52 | Qwen 3.8 27bdefault 87+35 pts |
| Visual aesthetics | gpt-5.6-lunahigh 55 | Qwen 3.8 27bdefault 66+11 pts |
| Maintainability | gpt-5.6-lunahigh 46 | Qwen 3.8 27bdefault 59+13 pts |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | gpt-5.6-luna · high | Qwen 3.8 27b · default |
|---|---|---|
| Reference cost | gpt-5.6-lunahigh $0.051 | Qwen 3.8 27bdefault $1.12+$1.07 |
| Evaluation time | gpt-5.6-lunahigh 5m 3s | Qwen 3.8 27bdefault 55m 1s+990.8% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | gpt-5.6-lunahigh | Qwen 3.8 27bdefault |
|---|---|---|
| Contracts and boundaries | 0 / 20 | 9 / 20 |
| Retries and failures | 12 / 20 | 18 / 20 |
| CI and adversarial review | 9 / 20 | 9 / 20 |
| Transactions and consistency | 14 / 20 | 13 / 20 |
| Caching and regression | 14 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-5.6-lunahigh | Qwen 3.8 27bdefault |
|---|---|---|
| Layout and adaptation | 13 / 20 | 20 / 20 |
| Interaction behavior | 17 / 20 | 20 / 20 |
| State continuity | 5 / 20 | 15 / 20 |
| Accessibility and feedback | 4 / 15 | 15 / 15 |
| State validation and regression | 13 / 25 | 17 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-5.6-lunahigh | Qwen 3.8 27bdefault |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 5 / 15 |
| Computer science & AI | 0 / 15 | 5 / 15 |
| Science and engineering | 0 / 10 | 0 / 10 |
| Life sciences and medicine | 0 / 20 | 5 / 20 |
| Humanities and general knowledge | 15 / 40 | 5 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-5.6-lunahigh | Qwen 3.8 27bdefault |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 15 / 20 | 17 / 20 |
| Typography and expression | 15 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 14 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-5.6-lunahigh | Qwen 3.8 27bdefault |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 16 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 14 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.