MiniMax M3.1 Flash
MiniMax M3.1 Flash has 3 tested configurations. Its highest published overall score is 74.5 at max. Inspect dimension scores, evaluation time, and cost below.
Overall score74.5
MiniMax M3.1 Flash · max
- Backend engineering
- 70
- Frontend interaction
- 75
- Knowledge & reasoning
- 80
- Evaluation time
- 87m 15s
- Cost
- $0.21
Complete evaluation · API cost
Results by reasoning effort
Swipe to see all results →
| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & reasoning | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|
| 66.3 | 57 | 80 | 65 | 70m 28s | $0.17 | ||
| 71.5 | 64 | 78 | 75 | 66m 40s | $0.18 | ||
| 74.5 | 70 | 75 | 80 | 87m 15s | $0.21 |
Score breakdown
- Overall score
- 74.5
- Evaluation time
- 87m 15s
- Cost
- $0.21
Service logic, error handling and verification.
Contracts and boundaries11 / 20
API contracts, input validation and boundary behavior.
Retries and failures16 / 20
Recovery, retry conditions and failure handling.
CI and adversarial review12 / 20
Verification plans, risk detection and audit evidence.
Transactions and consistency16 / 20
State transitions, concurrency and consistency.
Caching and regression15 / 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
- +3.0 pts 71.5 → 74.5
- Cost
- +$0.027 $0.18 → $0.21
- Evaluation time
- +30.9% 66m 40s → 87m 15s
Data snapshot published · 11/13/2026Scoring & cost notes