Model comparison
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Differences vs. deepseek-v4-pro · max
Score, cost & time differences
Current baseline · deepseek-v4-pro · max
63Frontend interaction
Compared with deepseek-v4-pro · max
- MiniMax-M3 · high
Frontend interaction: +2 ptsReference cost $0.14 ($0.017 less)Evaluation time 14m 22s (4m 20s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | deepseek-v4-pro · max | MiniMax-M3 · high |
|---|---|---|
| Frontend interaction | deepseek-v4-promax 63 | MiniMax-M3high 65+2 pts |
| Overall | deepseek-v4-promax 65.15 | MiniMax-M3high 52.95−12.2 pts |
| Backend engineering | deepseek-v4-promax 67 | MiniMax-M3high 46−21 pts |
| Knowledge & Reasoning | deepseek-v4-promax 65 | MiniMax-M3high 50−15 pts |
| Visual aesthetics | deepseek-v4-promax 70 | MiniMax-M3high 59−11 pts |
| Maintainability | deepseek-v4-promax 59 | MiniMax-M3high 44−15 pts |
Frontend interaction evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Frontend interaction evaluation| Metric | deepseek-v4-pro · max | MiniMax-M3 · high |
|---|---|---|
| Reference cost | deepseek-v4-promax $0.16 | MiniMax-M3high $0.14−$0.017 |
| Evaluation time | deepseek-v4-promax 18m 41s | MiniMax-M3high 14m 22s−23.2% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | deepseek-v4-promax | MiniMax-M3high |
|---|---|---|
| Contracts and boundaries | 9 / 20 | 7 / 20 |
| Retries and failures | 17 / 20 | 11 / 20 |
| CI and adversarial review | 12 / 20 | 4 / 20 |
| Transactions and consistency | 13 / 20 | 9 / 20 |
| Caching and regression | 16 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | deepseek-v4-promax | MiniMax-M3high |
|---|---|---|
| Layout and adaptation | 17 / 20 | 18 / 20 |
| Interaction behavior | 16 / 20 | 15 / 20 |
| State continuity | 8 / 20 | 10 / 20 |
| Accessibility and feedback | 7 / 15 | 7 / 15 |
| State validation and regression | 15 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | deepseek-v4-promax | MiniMax-M3high |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 0 / 15 |
| Computer science & AI | 10 / 15 | 0 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 20 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | deepseek-v4-promax | MiniMax-M3high |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 14 / 20 |
| Typography and expression | 18 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 18 / 20 |
| Control styling | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | deepseek-v4-promax | MiniMax-M3high |
|---|---|---|
| Semantic clarity | 15 / 20 | 14 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 12 / 20 |
| Implementation economy | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.