Model comparison
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Differences vs. gpt-5.6-sol · max
Score, cost & time differences
Current baseline · gpt-5.6-sol · max
85Backend engineering
Compared with gpt-5.6-sol · max
- Qwen 3.8 Max · default
Backend engineering: −21 ptsReference cost $1.07 ($0.64 less)Evaluation time 47m 48s (18m 29s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-5.6-sol · max | Qwen 3.8 Max · default |
|---|---|---|
| Backend engineering | gpt-5.6-solmax 85 | Qwen 3.8 Maxdefault 64−21 pts |
| Overall | gpt-5.6-solmax 74.15 | Qwen 3.8 Maxdefault 55.50−18.65 pts |
| Frontend interaction | gpt-5.6-solmax 73 | Qwen 3.8 Maxdefault 69−4 pts |
| Knowledge & Reasoning | gpt-5.6-solmax 75 | Qwen 3.8 Maxdefault 40−35 pts |
| Visual aesthetics | gpt-5.6-solmax 66 | Qwen 3.8 Maxdefault 64−2 pts |
| Maintainability | gpt-5.6-solmax 64 | Qwen 3.8 Maxdefault 53−11 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | gpt-5.6-sol · max | Qwen 3.8 Max · default |
|---|---|---|
| Reference cost | gpt-5.6-solmax $1.71 | Qwen 3.8 Maxdefault $1.07−$0.64 |
| Evaluation time | gpt-5.6-solmax 29m 19s | Qwen 3.8 Maxdefault 47m 48s+63% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | gpt-5.6-solmax | Qwen 3.8 Maxdefault |
|---|---|---|
| Contracts and boundaries | 17 / 20 | 12 / 20 |
| Retries and failures | 18 / 20 | 17 / 20 |
| CI and adversarial review | 13 / 20 | 8 / 20 |
| Transactions and consistency | 18 / 20 | 14 / 20 |
| Caching and regression | 19 / 20 | 13 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-5.6-solmax | Qwen 3.8 Maxdefault |
|---|---|---|
| Layout and adaptation | 18 / 20 | 17 / 20 |
| Interaction behavior | 20 / 20 | 19 / 20 |
| State continuity | 10 / 20 | 8 / 20 |
| Accessibility and feedback | 10 / 15 | 6 / 15 |
| State validation and regression | 15 / 25 | 19 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-5.6-solmax | Qwen 3.8 Maxdefault |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 10 / 15 |
| Computer science & AI | 10 / 15 | 5 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 10 / 20 | 10 / 20 |
| Humanities and general knowledge | 35 / 40 | 10 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-5.6-solmax | Qwen 3.8 Maxdefault |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 15 / 20 |
| Typography and expression | 17 / 20 | 16 / 20 |
| Color and surfaces | 18 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-5.6-solmax | Qwen 3.8 Maxdefault |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 17 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 15 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.