Model comparison
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Differences vs. k3.1-pro · high
Score, cost & time differences
Current baseline · k3.1-pro · high
80Knowledge & Reasoning
Compared with k3.1-pro · high
- MiniMax-M3.1-Flash · max
Knowledge & Reasoning: tiedReference cost $0.048 ($0.36 less)Evaluation time 41m 57s (31m 58s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | k3.1-pro · high | MiniMax-M3.1-Flash · max |
|---|---|---|
| Knowledge & Reasoning | k3.1-prohigh 80 | MiniMax-M3.1-Flashmax 80Tied |
| Overall | k3.1-prohigh 76.10 | MiniMax-M3.1-Flashmax 73.60−2.5 pts |
| Backend engineering | k3.1-prohigh 72 | MiniMax-M3.1-Flashmax 73+1 pts |
| Frontend interaction | k3.1-prohigh 87 | MiniMax-M3.1-Flashmax 75−12 pts |
| Visual aesthetics | k3.1-prohigh 68 | MiniMax-M3.1-Flashmax 66−2 pts |
| Maintainability | k3.1-prohigh 61 | MiniMax-M3.1-Flashmax 61Tied |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | k3.1-pro · high | MiniMax-M3.1-Flash · max |
|---|---|---|
| Reference cost | k3.1-prohigh $0.41 | MiniMax-M3.1-Flashmax $0.048−$0.36 |
| Evaluation time | k3.1-prohigh 9m 59s | MiniMax-M3.1-Flashmax 41m 57s+320.2% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | k3.1-prohigh | MiniMax-M3.1-Flashmax |
|---|---|---|
| Contracts and boundaries | 14 / 20 | 11 / 20 |
| Retries and failures | 16 / 20 | 16 / 20 |
| CI and adversarial review | 11 / 20 | 12 / 20 |
| Transactions and consistency | 14 / 20 | 16 / 20 |
| Caching and regression | 17 / 20 | 18 / 20 |
Frontend interactionSubscores
| Scoring dimension | k3.1-prohigh | MiniMax-M3.1-Flashmax |
|---|---|---|
| Layout and adaptation | 18 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 17 / 20 |
| State continuity | 15 / 20 | 10 / 20 |
| Accessibility and feedback | 13 / 15 | 13 / 15 |
| State validation and regression | 21 / 25 | 17 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | k3.1-prohigh | MiniMax-M3.1-Flashmax |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 10 / 15 |
| Computer science & AI | 5 / 15 | 15 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 40 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | k3.1-prohigh | MiniMax-M3.1-Flashmax |
|---|---|---|
| Composition | 19 / 20 | 18 / 20 |
| Spacing and alignment | 17 / 20 | 17 / 20 |
| Typography and expression | 17 / 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 | k3.1-prohigh | MiniMax-M3.1-Flashmax |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 18 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.