Model comparison
Selected 2 / 5See the differences. Choose what matters to you.
Available modelsSelected 2 / 5
Differences vs. MiniMax-M3 · high
Score, cost & time differences
Current baseline · MiniMax-M3 · high
46Backend engineering
Compared with MiniMax-M3 · high
- Nemotron-3-Ultra · default
Backend engineering: tiedReference cost $0.000 ($0.31 less)Evaluation time 17m 3s (5m 3s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | MiniMax-M3 · high | Nemotron-3-Ultra · default |
|---|---|---|
| Backend engineering | MiniMax-M3high 46 | Nemotron-3-Ultradefault 46Tied |
| Overall | MiniMax-M3high 52.95 | Nemotron-3-Ultradefault 44.05−8.9 pts |
| Frontend interaction | MiniMax-M3high 65 | Nemotron-3-Ultradefault 40−25 pts |
| Knowledge & Reasoning | MiniMax-M3high 50 | Nemotron-3-Ultradefault 40−10 pts |
| Visual aesthetics | MiniMax-M3high 59 | Nemotron-3-Ultradefault 61+2 pts |
| Maintainability | MiniMax-M3high 44 | Nemotron-3-Ultradefault 37−7 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | MiniMax-M3 · high | Nemotron-3-Ultra · default |
|---|---|---|
| Reference cost | MiniMax-M3high $0.31 | Nemotron-3-Ultradefault $0.000−$0.31 |
| Evaluation time | MiniMax-M3high 22m 6s | Nemotron-3-Ultradefault 17m 3s−22.8% |
Capability profiles
Show up to five models. Select names to focus the chart.
Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | MiniMax-M3high | Nemotron-3-Ultradefault |
|---|---|---|
| Contracts and boundaries | 7 / 20 | 0 / 20 |
| Retries and failures | 11 / 20 | 10 / 20 |
| CI and adversarial review | 4 / 20 | 9 / 20 |
| Transactions and consistency | 9 / 20 | 11 / 20 |
| Caching and regression | 15 / 20 | 16 / 20 |
Frontend interactionSubscores
| Scoring dimension | MiniMax-M3high | Nemotron-3-Ultradefault |
|---|---|---|
| Layout and adaptation | 18 / 20 | 8 / 20 |
| Interaction behavior | 15 / 20 | 7 / 20 |
| State continuity | 10 / 20 | 7 / 20 |
| Accessibility and feedback | 7 / 15 | 4 / 15 |
| State validation and regression | 15 / 25 | 14 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | MiniMax-M3high | Nemotron-3-Ultradefault |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 10 / 15 |
| Computer science & AI | 0 / 15 | 10 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 10 / 20 |
| Humanities and general knowledge | 30 / 40 | 5 / 40 |
Visual aestheticsSubscores
| Scoring dimension | MiniMax-M3high | Nemotron-3-Ultradefault |
|---|---|---|
| Composition | 19 / 20 | 16 / 20 |
| Spacing and alignment | 14 / 20 | 14 / 20 |
| Typography and expression | 16 / 20 | 19 / 20 |
| Color and surfaces | 18 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | MiniMax-M3high | Nemotron-3-Ultradefault |
|---|---|---|
| Semantic clarity | 14 / 20 | 14 / 20 |
| Control-flow organization | 19 / 20 | 16 / 20 |
| Locality of changes | 15 / 20 | 14 / 20 |
| State and lifecycle | 12 / 20 | 12 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.