Model comparison
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Differences vs. deepseek-v4-pro · high
Score, cost & time differences
Current baseline · deepseek-v4-pro · high
54Frontend interaction
Compared with deepseek-v4-pro · high
- MiniMax-M3.1-Flash-Preview · max
Frontend interaction: +3 ptsComparable cost unavailableEvaluation time 12m 20s (4m 28s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | deepseek-v4-pro · high | MiniMax-M3.1-Flash-Preview · max |
|---|---|---|
| Frontend interaction | deepseek-v4-prohigh 54 | MiniMax-M3.1-Flash-Previewmax 57+3 pts |
| Overall | deepseek-v4-prohigh 63.60 | MiniMax-M3.1-Flash-Previewmax 68.45+4.85 pts |
| Backend engineering | deepseek-v4-prohigh 61 | MiniMax-M3.1-Flash-Previewmax 75+14 pts |
| Knowledge & Reasoning | deepseek-v4-prohigh 75 | MiniMax-M3.1-Flash-Previewmax 75Tied |
| Visual aesthetics | deepseek-v4-prohigh 59 | MiniMax-M3.1-Flash-Previewmax 70+11 pts |
| Maintainability | deepseek-v4-prohigh 55 | MiniMax-M3.1-Flash-Previewmax 53−2 pts |
Frontend interaction evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Frontend interaction evaluation| Metric | deepseek-v4-pro · high | MiniMax-M3.1-Flash-Preview · max |
|---|---|---|
| Reference cost | deepseek-v4-prohigh $0.14 | MiniMax-M3.1-Flash-Previewmax N/A |
| Evaluation time | deepseek-v4-prohigh 16m 48s | MiniMax-M3.1-Flash-Previewmax 12m 20s−26.6% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | deepseek-v4-prohigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Contracts and boundaries | 10 / 20 | 16 / 20 |
| Retries and failures | 16 / 20 | 19 / 20 |
| CI and adversarial review | 8 / 20 | 10 / 20 |
| Transactions and consistency | 13 / 20 | 14 / 20 |
| Caching and regression | 14 / 20 | 16 / 20 |
Frontend interactionSubscores
| Scoring dimension | deepseek-v4-prohigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Layout and adaptation | 15 / 20 | 15 / 20 |
| Interaction behavior | 12 / 20 | 15 / 20 |
| State continuity | 5 / 20 | 7 / 20 |
| Accessibility and feedback | 7 / 15 | 7 / 15 |
| State validation and regression | 15 / 25 | 13 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | deepseek-v4-prohigh | 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 | 20 / 20 | 15 / 20 |
| Humanities and general knowledge | 30 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | deepseek-v4-prohigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Composition | 19 / 20 | 20 / 20 |
| Spacing and alignment | 13 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 20 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | deepseek-v4-prohigh | MiniMax-M3.1-Flash-Previewmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 16 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 14 / 20 | 14 / 20 |
| State and lifecycle | 17 / 20 | 15 / 20 |
| Implementation economy | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.