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glm-5.3-flash

glm-5.3-flash · max, showing overall score. Results for all tested efforts are available below.

Overall score56.80

glm-5.3-flash · max

Backend engineering
54
Frontend interaction
75
Knowledge & Reasoning
40
Visual aesthetics
78
Maintainability
53
Evaluation time
102m 55s
Reference cost
$0.081Partial cost

Complete evaluation · API reference cost

Overall rank 37 / 44 models · Best tested effortBackend tested · 10/9/2026Tasks & methodology

Results by reasoning effort

Swipe to see all results →

Model / effortOverallBackend engineeringFrontend interactionKnowledge & ReasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
49.60557620705991m 45s$0.079Partial cost
56.805475407853102m 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 overall scores, cost, and time across neighboring tested efforts.

high max
Overall
+7.2 pts
49.60 56.80
Reference cost
—
— —
Evaluation time
+12.2%
91m 45s 102m 55s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes