Model comparison
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Differences vs. MiniMax M3.1 Flash · max
Score, cost & time differences
Current baseline · MiniMax M3.1 Flash · max
73.45Overall
Compared with MiniMax M3.1 Flash · max
- Muse Spark 1.3 · default
Overall: −1.75 ptsCost $0.066 ($0.14 less)Evaluation time 29m 10s (58m 6s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | MiniMax M3.1 Flash · max | Muse Spark 1.3 · default |
|---|---|---|
| Overall | MiniMax M3.1 Flashmax 73.45 | Muse Spark 1.3default 71.70−1.75 pts |
| Backend engineering | MiniMax M3.1 Flashmax 70 | Muse Spark 1.3default 68−2 pts |
| Frontend interaction | MiniMax M3.1 Flashmax 75 | Muse Spark 1.3default 85+10 pts |
| Knowledge & reasoning | MiniMax M3.1 Flashmax 80 | Muse Spark 1.3default 75−5 pts |
| Visual aesthetics | MiniMax M3.1 Flashmax 66 | Muse Spark 1.3default 59−7 pts |
| Maintainability | MiniMax M3.1 Flashmax 61 | Muse Spark 1.3default 47−14 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | MiniMax M3.1 Flash · max | Muse Spark 1.3 · default |
|---|---|---|
| Cost | MiniMax M3.1 Flashmax $0.21 | Muse Spark 1.3default $0.066−$0.14 |
| Evaluation time | MiniMax M3.1 Flashmax 87m 15s | Muse Spark 1.3default 29m 10s−66.6% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | MiniMax M3.1 Flashmax | Muse Spark 1.3default |
|---|---|---|
| Contracts and boundaries | 11 / 20 | 13 / 20 |
| Retries and failures | 16 / 20 | 17 / 20 |
| CI and adversarial review | 12 / 20 | 12 / 20 |
| Transactions and consistency | 16 / 20 | 17 / 20 |
| Caching and regression | 15 / 20 | 9 / 20 |
Frontend interactionSubscores
| Scoring dimension | MiniMax M3.1 Flashmax | Muse Spark 1.3default |
|---|---|---|
| Layout and adaptation | 18 / 20 | 18 / 20 |
| Interaction behavior | 17 / 20 | 18 / 20 |
| State continuity | 10 / 20 | 15 / 20 |
| Accessibility and feedback | 13 / 15 | 15 / 15 |
| State validation and regression | 17 / 25 | 19 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | MiniMax M3.1 Flashmax | Muse Spark 1.3default |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 10 / 15 |
| Science and engineering | 5 / 10 | 0 / 10 |
| Life sciences and medicine | 20 / 20 | 20 / 20 |
| Humanities and general knowledge | 30 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | MiniMax M3.1 Flashmax | Muse Spark 1.3default |
|---|---|---|
| Composition | 18 / 20 | 17 / 20 |
| Spacing and alignment | 17 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 15 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | MiniMax M3.1 Flashmax | Muse Spark 1.3default |
|---|---|---|
| Semantic clarity | 15 / 20 | 14 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 14 / 20 |
| State and lifecycle | 18 / 20 | 16 / 20 |
| Implementation economy | 17 / 20 | 15 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.