MiniMax-M3.1-Flash
MiniMax-M3.1-Flash · max, showing backend engineering. Results for all tested efforts are available below.
Backend engineering73
MiniMax-M3.1-Flash · max
- Backend engineering
- 73
- Frontend interaction
- 75
- Knowledge & Reasoning
- 80
- Visual aesthetics
- 66
- Maintainability
- 61
- Evaluation time
- 30m 52s
- Reference cost
- $0.11
Backend engineering · Evaluation time & API cost
Backend tested · 10/19/2026Tasks & methodology
Results by reasoning effort
Swipe to see all results →
| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & Reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| 67.45 | 62 | 88 | 65 | 64 | 51 | 70m 28s | $0.17 | ||
| 70.20 | 68 | 82 | 75 | 59 | 51 | 66m 40s | $0.18 | ||
| 73.60 | 73 | 75 | 80 | 66 | 61 | 87m 15s | $0.21 |
Score breakdown
- Overall score
- 73.60
- Evaluation time
- 87m 15s
- Reference cost
- $0.21
Service logic, error handling, and test verification.
Contracts and boundaries11 / 20
API contracts, input validation, and boundary behavior.
Retries and failures16 / 20
Error 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 control, and data consistency.
Caching and regression18 / 20
Cache invalidation, data updates, and regression coverage.
What changes with higher reasoning effort
Compare backend engineering scores, cost, and time across neighboring tested efforts.
xhigh max
- Backend engineering
- +5.0 pts 68.00 → 73.00
- Reference cost
- +$0.043 $0.069 → $0.11
- Evaluation time
- +23.3% 25m 2s → 30m 52s
Data snapshot published · 10/27/2026Scoring & cost notes