Model comparison
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Differences vs. deepseek-v4.1-flash-1017 · max
Score, cost & time differences
Current baseline · deepseek-v4.1-flash-1017 · max
72Backend engineering
Compared with deepseek-v4.1-flash-1017 · max
- MiniMax-M3.1-Flash · max
Backend engineering: +1 ptsReference cost $0.11 ($0.006 less)Evaluation time 30m 52s (15m 35s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | deepseek-v4.1-flash-1017 · max | MiniMax-M3.1-Flash · max |
|---|---|---|
| Backend engineering | deepseek-v4.1-flash-1017max 72 | MiniMax-M3.1-Flashmax 73+1 pts |
| Overall | deepseek-v4.1-flash-1017max 74.30 | MiniMax-M3.1-Flashmax 73.60−0.7 pts |
| Frontend interaction | deepseek-v4.1-flash-1017max 96 | MiniMax-M3.1-Flashmax 75−21 pts |
| Knowledge & Reasoning | deepseek-v4.1-flash-1017max 75 | MiniMax-M3.1-Flashmax 80+5 pts |
| Visual aesthetics | deepseek-v4.1-flash-1017max 61 | MiniMax-M3.1-Flashmax 66+5 pts |
| Maintainability | deepseek-v4.1-flash-1017max 53 | MiniMax-M3.1-Flashmax 61+8 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | deepseek-v4.1-flash-1017 · max | MiniMax-M3.1-Flash · max |
|---|---|---|
| Reference cost | deepseek-v4.1-flash-1017max $0.12 | MiniMax-M3.1-Flashmax $0.11−$0.006 |
| Evaluation time | deepseek-v4.1-flash-1017max 15m 16s | MiniMax-M3.1-Flashmax 30m 52s+102.1% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | MiniMax-M3.1-Flashmax |
|---|---|---|
| Contracts and boundaries | 17 / 20 | 11 / 20 |
| Retries and failures | 15 / 20 | 16 / 20 |
| CI and adversarial review | 11 / 20 | 12 / 20 |
| Transactions and consistency | 14 / 20 | 16 / 20 |
| Caching and regression | 15 / 20 | 18 / 20 |
Frontend interactionSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | MiniMax-M3.1-Flashmax |
|---|---|---|
| Layout and adaptation | 20 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 17 / 20 |
| State continuity | 20 / 20 | 10 / 20 |
| Accessibility and feedback | 11 / 15 | 13 / 15 |
| State validation and regression | 25 / 25 | 17 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | MiniMax-M3.1-Flashmax |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 10 / 15 |
| Computer science & AI | 15 / 15 | 15 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 25 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | deepseek-v4.1-flash-1017max | MiniMax-M3.1-Flashmax |
|---|---|---|
| Composition | 19 / 20 | 18 / 20 |
| Spacing and alignment | 15 / 20 | 17 / 20 |
| Typography and expression | 16 / 20 | 16 / 20 |
| Color and surfaces | 19 / 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-v4.1-flash-1017max | MiniMax-M3.1-Flashmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 14 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.