deepseek-v4.1-flash-1017
deepseek-v4.1-flash-1017 · max, showing overall score. Results for all tested efforts are available below.
Overall score74.30
deepseek-v4.1-flash-1017 · max
- Backend engineering
- 72
- Frontend interaction
- 96
- Knowledge & Reasoning
- 75
- Visual aesthetics
- 61
- Maintainability
- 53
- Evaluation time
- 64m 50s
- Reference cost
- $0.45
Complete evaluation · API reference cost
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 |
|---|---|---|---|---|---|---|---|---|---|
| 70.10 | 64 | 85 | 70 | 66 | 59 | 27m 47s | $0.30 | ||
| 69.90 | 64 | 83 | 75 | 57 | 57 | 37m 29s | $0.26 | ||
| 74.30 | 72 | 96 | 75 | 61 | 53 | 64m 50s | $0.45 |
Score breakdown
- Overall score
- 74.30
- Evaluation time
- 64m 50s
- Reference cost
- $0.45
Service logic, error handling, and test verification.
Contracts and boundaries17 / 20
API contracts, input validation, and boundary behavior.
Retries and failures15 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review11 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency14 / 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 overall scores, cost, and time across neighboring tested efforts.
xhigh max
- Overall
- +4.4 pts 69.90 → 74.30
- Reference cost
- +$0.18 $0.26 → $0.45
- Evaluation time
- +72.9% 37m 29s → 64m 50s
Data snapshot published · 10/20/2026Scoring & cost notes