MiniMax M3.1 Flash Preview
MiniMax M3.1 Flash Preview has 5 tested configurations. Its highest published overall score is 66.00 at max. Inspect dimension scores, evaluation time, and cost below.
Overall score66.00
MiniMax M3.1 Flash Preview · max
- Backend engineering
- 71
- Frontend interaction
- 53
- Knowledge & reasoning
- 75
- Visual aesthetics
- 70
- Maintainability
- 53
- Evaluation time
- 54m 7s
- Cost
- —
Complete evaluation · API cost
Results by reasoning effort
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| — | 30 | — | — | — | — | 3m 21s | — | ||
| — | 34 | — | — | — | — | 4m 28s | — | ||
| — | 63 | — | 75 | — | — | 28m 29s | — | ||
| — | 47 | 15 | — | — | — | 17m 55s | — | ||
| 66.00 | 71 | 53 | 75 | 70 | 53 | 54m 7s | — |
Score breakdown
- Overall score
- 66.00
- Evaluation time
- 54m 7s
- Cost
- N/A
Service logic, error handling and verification.
Contracts and boundaries16 / 20
API contracts, input validation and boundary behavior.
Retries and failures19 / 20
Recovery, retry conditions and failure handling.
CI and adversarial review10 / 20
Verification plans, risk detection and audit evidence.
Transactions and consistency14 / 20
State transitions, concurrency and consistency.
Caching and regression12 / 20
Invalidation, data updates and regression coverage.
What changes with higher reasoning effort
Compare overall scores, cost, and time across neighboring tested efforts.
xhigh max
- Overall
- — — → 66.00
- Cost
- — — → —
- Evaluation time
- — — → 54m 7s
Data snapshot published · 11/13/2026Scoring & cost notes