deepseek-v4-flash-vision-exp
deepseek-v4-flash-vision-exp has 2 tested configurations. Its highest published overall score is 59.95 at high. See the axis results, time and cost 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
Score breakdown
- Overall
- 59.95
- Evaluation time
- 88m 43s
- Reference cost
- $0.32
Service logic, error handling and verification.
Contracts and boundaries8 / 20
API contracts, input validation and boundary behavior.
Retries and failures14 / 20
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 and consistency.
Caching and regression15 / 20
Invalidation, data updates and regression coverage.
What changes with more effort
Compare scores, cost and time at neighboring tested efforts.
high max
- Overall score
- — 59.95 → —
- Reference cost
- +$0.19 $0.32 → $0.51
- Evaluation time
- +5.4% 88m 43s → 93m 29s
Results by reasoning effort
Swipe to see all results →
| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & reasoning | Visual aesthetics | Maintainability | Evaluation time | Reference cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| high | 59.95 | 61 | 43 | 70 | 61 | 55 | 88m 43s | $0.32 | |
| max | — | 67 | 15 | 65 | — | — | 93m 29s | $0.51 |
Data snapshot published · 10/13/2026Scoring & cost notes