glm-5.3-flash
glm-5.3-flash · max, showing backend engineering. Results for all tested efforts are available below.
Backend engineering54
glm-5.3-flash · max
- Backend engineering
- 54
- Frontend interaction
- 75
- Knowledge & Reasoning
- 40
- Visual aesthetics
- 78
- Maintainability
- 53
- Evaluation time
- 24m 14s
- Reference cost
- $0.023
Backend engineering · Evaluation time & API cost
Backend tested · 10/9/2026Tasks & 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 |
|---|---|---|---|---|---|---|---|---|---|
| 49.60 | 55 | 76 | 20 | 70 | 59 | 91m 45s | $0.079Partial cost | ||
| 56.80 | 54 | 75 | 40 | 78 | 53 | 102m 55s | $0.081Partial cost |
Score breakdown
- Overall score
- 56.80
- Evaluation time
- 102m 55s
- Reference cost
- $0.081
Service logic, error handling, and test verification.
Contracts and boundaries7 / 20
API contracts, input validation, and boundary behavior.
Retries and failures11 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review9 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency11 / 20
State transitions, concurrency control, and data consistency.
Caching and regression16 / 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
- −1.0 pts 55.00 → 54.00
- Reference cost
- +$0.006 $0.018 → $0.023
- Evaluation time
- +11.6% 21m 43s → 24m 14s
Data snapshot published · 10/27/2026Scoring & cost notes