Model comparison
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Differences vs. MiniMax-M3.1-Flash-Preview · max
Score, cost & time differences
Current baseline · MiniMax-M3.1-Flash-Preview · max
75Knowledge & Reasoning
Compared with MiniMax-M3.1-Flash-Preview · max
- deepseek-v4.1-flash-1017 · max
Knowledge & Reasoning: tiedComparable cost unavailableEvaluation time 28m 33s (5m 22s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | MiniMax-M3.1-Flash-Preview · max | deepseek-v4.1-flash-1017 · max |
|---|---|---|
| Knowledge & Reasoning | MiniMax-M3.1-Flash-Previewmax 75 | deepseek-v4.1-flash-1017max 75Tied |
| Overall | MiniMax-M3.1-Flash-Previewmax 68.45 | deepseek-v4.1-flash-1017max 74.30+5.85 pts |
| Backend engineering | MiniMax-M3.1-Flash-Previewmax 75 | deepseek-v4.1-flash-1017max 72−3 pts |
| Frontend interaction | MiniMax-M3.1-Flash-Previewmax 57 | deepseek-v4.1-flash-1017max 96+39 pts |
| Visual aesthetics | MiniMax-M3.1-Flash-Previewmax 70 | deepseek-v4.1-flash-1017max 61−9 pts |
| Maintainability | MiniMax-M3.1-Flash-Previewmax 53 | deepseek-v4.1-flash-1017max 53Tied |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | MiniMax-M3.1-Flash-Preview · max | deepseek-v4.1-flash-1017 · max |
|---|---|---|
| Reference cost | MiniMax-M3.1-Flash-Previewmax N/A | deepseek-v4.1-flash-1017max $0.27 |
| Evaluation time | MiniMax-M3.1-Flash-Previewmax 23m 12s | deepseek-v4.1-flash-1017max 28m 33s+23.1% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | MiniMax-M3.1-Flash-Previewmax | deepseek-v4.1-flash-1017max |
|---|---|---|
| Contracts and boundaries | 16 / 20 | 17 / 20 |
| Retries and failures | 19 / 20 | 15 / 20 |
| CI and adversarial review | 10 / 20 | 11 / 20 |
| Transactions and consistency | 14 / 20 | 14 / 20 |
| Caching and regression | 16 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | MiniMax-M3.1-Flash-Previewmax | deepseek-v4.1-flash-1017max |
|---|---|---|
| Layout and adaptation | 15 / 20 | 20 / 20 |
| Interaction behavior | 15 / 20 | 20 / 20 |
| State continuity | 7 / 20 | 20 / 20 |
| Accessibility and feedback | 7 / 15 | 11 / 15 |
| State validation and regression | 13 / 25 | 25 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | MiniMax-M3.1-Flash-Previewmax | deepseek-v4.1-flash-1017max |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 15 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 30 / 40 | 25 / 40 |
Visual aestheticsSubscores
| Scoring dimension | MiniMax-M3.1-Flash-Previewmax | deepseek-v4.1-flash-1017max |
|---|---|---|
| Composition | 20 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 15 / 20 |
| Typography and expression | 17 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | MiniMax-M3.1-Flash-Previewmax | deepseek-v4.1-flash-1017max |
|---|---|---|
| Semantic clarity | 16 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 14 / 20 | 14 / 20 |
| State and lifecycle | 15 / 20 | 17 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.