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Gemini 3.8 Flash High

Gemini 3.8 Flash High · default, showing overall score. Results for all tested efforts are available below.

Overall score59.80

Gemini 3.8 Flash High · default

Backend engineering
64
Frontend interaction
86
Knowledge & Reasoning
40
Visual aesthetics
66
Maintainability
59
Evaluation time
25m 21s
Reference cost
$0.13Partial cost

Complete evaluation · API reference cost

Overall rank 36 / 44 models · Best tested effortBackend tested · 9/20/2026Tasks & methodology

Tested configuration

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & ReasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
59.80648640665925m 21s$0.13Partial cost

Score breakdown

Overall score
59.80
Evaluation time
25m 21s
Reference cost
$0.13

Service logic, error handling, and test verification.

Contracts and boundaries9 / 20

API contracts, input validation, and boundary behavior.

Retries and failures14 / 20

Error recovery, retry conditions, and failure handling.

CI and adversarial review13 / 20

Verification plans, risk detection, and audit evidence.

Transactions and consistency14 / 20

State transitions, concurrency control, and data consistency.

Caching and regression14 / 20

Cache invalidation, data updates, and regression coverage.

Data snapshot published · 10/27/2026Scoring & cost notes