Model comparison
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Differences vs. gpt-6-luna · low
Score, cost & time differences
Current baseline · gpt-6-luna · low
23Backend engineering
Compared with gpt-6-luna · low
- MiniMax-M3 · high
Backend engineering: +23 ptsReference cost $0.31 ($0.31 more)Evaluation time 22m 6s (12m 56s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | gpt-6-luna · low | MiniMax-M3 · high |
|---|---|---|
| Backend engineering | gpt-6-lunalow 23 | MiniMax-M3high 46+23 pts |
| Overall | gpt-6-lunalow 37.85 | MiniMax-M3high 52.95+15.1 pts |
| Frontend interaction | gpt-6-lunalow 49 | MiniMax-M3high 65+16 pts |
| Knowledge & Reasoning | gpt-6-lunalow 25 | MiniMax-M3high 50+25 pts |
| Visual aesthetics | gpt-6-lunalow 64 | MiniMax-M3high 59−5 pts |
| Maintainability | gpt-6-lunalow 51 | MiniMax-M3high 44−7 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | gpt-6-luna · low | MiniMax-M3 · high |
|---|---|---|
| Reference cost | gpt-6-lunalow $0.007 | MiniMax-M3high $0.31+$0.31 |
| Evaluation time | gpt-6-lunalow 9m 10s | MiniMax-M3high 22m 6s+140.9% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | gpt-6-lunalow | MiniMax-M3high |
|---|---|---|
| Contracts and boundaries | 0 / 20 | 7 / 20 |
| Retries and failures | 12 / 20 | 11 / 20 |
| CI and adversarial review | 0 / 20 | 4 / 20 |
| Transactions and consistency | 11 / 20 | 9 / 20 |
| Caching and regression | 0 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-6-lunalow | MiniMax-M3high |
|---|---|---|
| Layout and adaptation | 13 / 20 | 18 / 20 |
| Interaction behavior | 9 / 20 | 15 / 20 |
| State continuity | 7 / 20 | 10 / 20 |
| Accessibility and feedback | 6 / 15 | 7 / 15 |
| State validation and regression | 14 / 25 | 15 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | gpt-6-lunalow | MiniMax-M3high |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 0 / 15 |
| Computer science & AI | 5 / 15 | 0 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 5 / 20 | 15 / 20 |
| Humanities and general knowledge | 5 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-6-lunalow | MiniMax-M3high |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 14 / 20 |
| Typography and expression | 18 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 18 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-6-lunalow | MiniMax-M3high |
|---|---|---|
| Semantic clarity | 15 / 20 | 14 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 14 / 20 | 12 / 20 |
| Implementation economy | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.