Qwen4-Max-Preview
Qwen4-Max-Preview · default, showing backend engineering. Results for all tested efforts are available below.
Backend engineering80
Qwen4-Max-Preview · default
- Backend engineering
- 80
- Frontend interaction
- 78
- Knowledge & reasoning
- 90
- Visual aesthetics
- 59
- Maintainability
- 59
- Evaluation time
- 18m 36s
- Cost
- —
Backend engineering · Evaluation time & API cost
Backend tested · 11/11/2026Tasks & methodology
Tested configuration
Swipe to see all results →
| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| 78.80 | 80 | 78 | 90 | 59 | 59 | 45m 38s | — |
Score breakdown
- Overall score
- 78.80
- Evaluation time
- 45m 38s
- Cost
- N/A
Service logic, error handling and verification.
Contracts and boundaries12 / 20
API contracts, input validation and boundary behavior.
Retries and failures19 / 20
Recovery, retry conditions and failure handling.
CI and adversarial review14 / 20
Verification plans, risk detection and audit evidence.
Transactions and consistency18 / 20
State transitions, concurrency and consistency.
Caching and regression17 / 20
Invalidation, data updates and regression coverage.
Data snapshot published · 11/13/2026Scoring & cost notes