deepseek-v4-flash-vision-exp
deepseek-v4-flash-vision-exp · max, showing backend engineering. Results for all tested efforts are available below.
Backend engineering67
deepseek-v4-flash-vision-exp · max
- Backend engineering
- 67
- Frontend interaction
- 15
- Knowledge & Reasoning
- 65
- Visual aesthetics
- —
- Maintainability
- —
- Evaluation time
- 14m 12s
- Reference cost
- $0.11
Backend engineering · Evaluation time & API cost
Backend tested · 9/11/2026Tasks & 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 |
|---|---|---|---|---|---|---|---|---|---|
| 59.95 | 61 | 43 | 70 | 61 | 55 | 88m 43s | $0.32 | ||
| — | 67 | 15 | 65 | — | — | 93m 29s | $0.51 |
Score breakdown
- Overall score
- —
- Evaluation time
- 93m 29s
- Reference cost
- $0.51
Service logic, error handling, and test verification.
Contracts and boundaries9 / 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 consistency14 / 20
State transitions, concurrency control, and data consistency.
Caching and regression17 / 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 max
- Backend engineering
- +6.0 pts 61.00 → 67.00
- Reference cost
- +$0.008 $0.10 → $0.11
- Evaluation time
- +7.7% 13m 11s → 14m 12s
Data snapshot published · 10/27/2026Scoring & cost notes