MiniMax-M3.1-Flash
MiniMax-M3.1-Flash · high, showing backend engineering. Results for all tested efforts are available below.
Backend engineering62
MiniMax-M3.1-Flash · high
- Backend engineering
- 62
- Frontend interaction
- 88
- Knowledge & Reasoning
- 65
- Visual aesthetics
- 64
- Maintainability
- 51
- Evaluation time
- 13m 45s
- Reference cost
- $0.053
Backend engineering · Evaluation time & API cost
Backend tested · 10/19/2026Tasks & methodology
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 |
|---|---|---|---|---|---|---|---|---|---|
| 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
- 67.45
- Evaluation time
- 70m 28s
- Reference cost
- $0.17
Service logic, error handling, and test verification.
Contracts and boundaries6 / 20
API contracts, input validation, and boundary behavior.
Retries and failures17 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review11 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency13 / 20
State transitions, concurrency control, and data consistency.
Caching and regression15 / 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.
high xhigh
- Backend engineering
- +6.0 pts 62.00 → 68.00
- Reference cost
- +$0.016 $0.053 → $0.069
- Evaluation time
- +82.1% 13m 45s → 25m 2s
Data snapshot published · 10/27/2026Scoring & cost notes