Model comparison
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Differences vs. Qwen 4 Max Preview · default
Score, cost & time differences
Current baseline · Qwen 4 Max Preview · default
78.80Overall
Compared with Qwen 4 Max Preview · default
- gpt-6-sol · xhigh
Overall: −0.05 ptsComparable cost unavailableEvaluation time 39m 22s (6m 15s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Qwen 4 Max Preview · default | gpt-6-sol · xhigh |
|---|---|---|
| Overall | Qwen 4 Max Previewdefault 78.80 | gpt-6-solxhigh 78.75−0.05 pts |
| Backend engineering | Qwen 4 Max Previewdefault 80 | gpt-6-solxhigh 77−3 pts |
| Frontend interaction | Qwen 4 Max Previewdefault 78 | gpt-6-solxhigh 92+14 pts |
| Knowledge & reasoning | Qwen 4 Max Previewdefault 90 | gpt-6-solxhigh 75−15 pts |
| Visual aesthetics | Qwen 4 Max Previewdefault 59 | gpt-6-solxhigh 75+16 pts |
| Maintainability | Qwen 4 Max Previewdefault 59 | gpt-6-solxhigh 66+7 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | Qwen 4 Max Preview · default | gpt-6-sol · xhigh |
|---|---|---|
| Reference cost | Qwen 4 Max Previewdefault N/A | gpt-6-solxhigh $1.10 |
| Evaluation time | Qwen 4 Max Previewdefault 45m 38s | gpt-6-solxhigh 39m 22s−13.7% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | Qwen 4 Max Previewdefault | gpt-6-solxhigh |
|---|---|---|
| Contracts and boundaries | 12 / 20 | 17 / 20 |
| Retries and failures | 19 / 20 | 17 / 20 |
| CI and adversarial review | 14 / 20 | 13 / 20 |
| Transactions and consistency | 18 / 20 | 15 / 20 |
| Caching and regression | 17 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | Qwen 4 Max Previewdefault | gpt-6-solxhigh |
|---|---|---|
| Layout and adaptation | 18 / 20 | 20 / 20 |
| Interaction behavior | 17 / 20 | 20 / 20 |
| State continuity | 18 / 20 | 18 / 20 |
| Accessibility and feedback | 10 / 15 | 15 / 15 |
| State validation and regression | 15 / 25 | 19 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Qwen 4 Max Previewdefault | gpt-6-solxhigh |
|---|---|---|
| Mathematical reasoning | — | 10 / 15 |
| Computer science & AI | — | 5 / 15 |
| Science and engineering | — | 10 / 10 |
| Life sciences and medicine | — | 20 / 20 |
| Humanities and general knowledge | — | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Qwen 4 Max Previewdefault | gpt-6-solxhigh |
|---|---|---|
| Composition | 18 / 20 | 20 / 20 |
| Spacing and alignment | 15 / 20 | 17 / 20 |
| Typography and expression | 16 / 20 | 19 / 20 |
| Color and surfaces | 19 / 20 | 18 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Qwen 4 Max Previewdefault | gpt-6-solxhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 16 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 17 / 20 | 18 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.