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Differences vs. gpt-6-sol · high
Score, cost & time differences
Current baseline · gpt-6-sol · high
76Backend engineering
Compared with gpt-6-sol · high
- MiniMax-M3.1-Flash-Preview · max
Backend engineering: −1 ptsComparable cost unavailableEvaluation time 18m 35s (7m 11s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-6-sol · high | MiniMax-M3.1-Flash-Preview · max |
|---|---|---|
| Backend engineering | gpt-6-solhigh 76 | MiniMax-M3.1-Flash-Previewmax 75−1 pts |
| Overall | gpt-6-solhigh 71.65 | MiniMax-M3.1-Flash-Previewmax 68.45−3.2 pts |
| Frontend interaction | gpt-6-solhigh 81 | MiniMax-M3.1-Flash-Previewmax 57−24 pts |
| Knowledge & Reasoning | gpt-6-solhigh 70 | MiniMax-M3.1-Flash-Previewmax 75+5 pts |
| Visual aesthetics | gpt-6-solhigh 61 | MiniMax-M3.1-Flash-Previewmax 70+9 pts |
| Maintainability | gpt-6-solhigh 66 | MiniMax-M3.1-Flash-Previewmax 53−13 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | gpt-6-sol · high | MiniMax-M3.1-Flash-Preview · max |
|---|---|---|
| Reference cost | gpt-6-solhigh $0.34 | MiniMax-M3.1-Flash-Previewmax N/A |
| Evaluation time | gpt-6-solhigh 11m 24s | MiniMax-M3.1-Flash-Previewmax 18m 35s+62.9% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | gpt-6-solhigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Contracts and boundaries | 13 / 20 | 16 / 20 |
| Retries and failures | 18 / 20 | 19 / 20 |
| CI and adversarial review | 12 / 20 | 10 / 20 |
| Transactions and consistency | 16 / 20 | 14 / 20 |
| Caching and regression | 17 / 20 | 16 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-6-solhigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Layout and adaptation | 18 / 20 | 15 / 20 |
| Interaction behavior | 20 / 20 | 15 / 20 |
| State continuity | 15 / 20 | 7 / 20 |
| Accessibility and feedback | 13 / 15 | 7 / 15 |
| State validation and regression | 15 / 25 | 13 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-6-solhigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 10 / 15 |
| Computer science & AI | 10 / 15 | 15 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 30 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-6-solhigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Composition | 19 / 20 | 20 / 20 |
| Spacing and alignment | 16 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 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-6-solhigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 16 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 14 / 20 |
| State and lifecycle | 18 / 20 | 15 / 20 |
| Implementation economy | 19 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.