Model comparison
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Differences vs. MiniMax-M3 · high
Score, cost & time differences
Current baseline · MiniMax-M3 · high
50Knowledge & Reasoning
Compared with MiniMax-M3 · high
- MiniMax-M3.1-Flash · high
Knowledge & Reasoning: +15 ptsComparable cost unavailableEvaluation time 47m 2s (26m 56s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | MiniMax-M3 · high | MiniMax-M3.1-Flash · high |
|---|---|---|
| Knowledge & Reasoning | MiniMax-M3high 50 | MiniMax-M3.1-Flashhigh 65+15 pts |
| Overall | MiniMax-M3high 52.95 | MiniMax-M3.1-Flashhigh 67.45+14.5 pts |
| Backend engineering | MiniMax-M3high 46 | MiniMax-M3.1-Flashhigh 62+16 pts |
| Frontend interaction | MiniMax-M3high 65 | MiniMax-M3.1-Flashhigh 88+23 pts |
| Visual aesthetics | MiniMax-M3high 59 | MiniMax-M3.1-Flashhigh 64+5 pts |
| Maintainability | MiniMax-M3high 44 | MiniMax-M3.1-Flashhigh 51+7 pts |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | MiniMax-M3 · high | MiniMax-M3.1-Flash · high |
|---|---|---|
| Reference cost | MiniMax-M3high N/A | MiniMax-M3.1-Flashhigh $0.097 |
| Evaluation time | MiniMax-M3high 20m 5s | MiniMax-M3.1-Flashhigh 47m 2s+134.1% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | MiniMax-M3high | MiniMax-M3.1-Flashhigh |
|---|---|---|
| Contracts and boundaries | 7 / 20 | 6 / 20 |
| Retries and failures | 11 / 20 | 17 / 20 |
| CI and adversarial review | 4 / 20 | 11 / 20 |
| Transactions and consistency | 9 / 20 | 13 / 20 |
| Caching and regression | 15 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | MiniMax-M3high | MiniMax-M3.1-Flashhigh |
|---|---|---|
| Layout and adaptation | 18 / 20 | 19 / 20 |
| Interaction behavior | 15 / 20 | 20 / 20 |
| State continuity | 10 / 20 | 20 / 20 |
| Accessibility and feedback | 7 / 15 | 15 / 15 |
| State validation and regression | 15 / 25 | 14 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | MiniMax-M3high | MiniMax-M3.1-Flashhigh |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 0 / 15 |
| Computer science & AI | 0 / 15 | 5 / 15 |
| Science and engineering | 5 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 30 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | MiniMax-M3high | MiniMax-M3.1-Flashhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 18 / 20 | 18 / 20 |
| Control styling | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | MiniMax-M3high | MiniMax-M3.1-Flashhigh |
|---|---|---|
| Semantic clarity | 14 / 20 | 13 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 12 / 20 | 16 / 20 |
| Implementation economy | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.