deepseek-v4-flash
deepseek-v4-flash · high, showing overall score. Results for all tested efforts are available below.
Overall score60.50
deepseek-v4-flash · high
- Backend engineering
- 58
- Frontend interaction
- 76
- Knowledge & Reasoning
- 55
- Visual aesthetics
- 61
- Maintainability
- 53
- Evaluation time
- 98m 25s
- Reference cost
- $0.42
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 |
|---|---|---|---|---|---|---|---|---|---|
| 60.50 | 58 | 76 | 55 | 61 | 53 | 98m 25s | $0.42 | ||
| 56.10 | 54 | 61 | 55 | 61 | 47 | 89m 12s | $0.60 |
Score breakdown
- Overall score
- 60.50
- Evaluation time
- 98m 25s
- Reference cost
- $0.42
Service logic, error handling, and test verification.
Contracts and boundaries8 / 20
API contracts, input validation, and boundary behavior.
Retries and failures16 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review11 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency10 / 20
State transitions, concurrency control, and data consistency.
Caching and regression13 / 20
Cache invalidation, data updates, and regression coverage.
What changes with higher reasoning effort
Compare overall scores, cost, and time across neighboring tested efforts.
high max
- Overall
- −4.4 pts 60.50 → 56.10
- Reference cost
- +$0.18 $0.42 → $0.60
- Evaluation time
- −9.4% 98m 25s → 89m 12s
Data snapshot published · 10/27/2026Scoring & cost notes