deepseek-v4-flash-vision-exp
deepseek-v4-flash-vision-exp · high, showing overall score. Results for all tested efforts are available below.
Overall score59.95
deepseek-v4-flash-vision-exp · high
- Backend engineering
- 61
- Frontend interaction
- 43
- Knowledge & Reasoning
- 70
- Visual aesthetics
- 61
- Maintainability
- 55
- Evaluation time
- 88m 43s
- Reference cost
- $0.32
Complete evaluation · API reference cost
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 |
|---|---|---|---|---|---|---|---|---|---|
| 59.95 | 61 | 43 | 70 | 61 | 55 | 88m 43s | $0.32 | ||
| — | 67 | 15 | 65 | — | — | 93m 29s | $0.51 |
Score breakdown
- Overall score
- 59.95
- Evaluation time
- 88m 43s
- Reference cost
- $0.32
Service logic, error handling, and test verification.
Contracts and boundaries8 / 20
API contracts, input validation, and boundary behavior.
Retries and failures14 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review12 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency12 / 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.
high max
- Overall
- — 59.95 → —
- Reference cost
- +$0.19 $0.32 → $0.51
- Evaluation time
- +5.4% 88m 43s → 93m 29s
Data snapshot published · 10/27/2026Scoring & cost notes