Generative AI Leader Practice Question: Business Strategies for Generative AI Solutions
A financial institution wants to deploy a gen AI model for fraud detection but must comply with strict regulations regarding explainability. What is the best strategy?
⚠ Common exam trap
Google Cloud often tests the misconception that post-hoc explainability tools (like Vertex AI Explainable AI) are equivalent to inherent model interpretability, leading candidates to choose complex models with added explanation layers instead of simpler, transparent models.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Implement a smaller interpretable model with acceptable accuracy
Regulatory compliance for fraud detection demands explainability, which complex black-box models cannot provide. A smaller interpretable model (e.g., logistic regression or decision tree) offers transparency into decision factors, satisfying regulations like GDPR's right to explanation while maintaining acceptable accuracy for the use case.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Use Vertex AI Explainable AI with a complex model
Why it's wrong here
Explainable AI may not provide sufficient explainability for highly complex models under strict regulations.
- ✗
Deploy multiple models and ensemble
Why it's wrong here
Ensembles add complexity and reduce interpretability.
- ✗
Use a large black-box model and rely on external auditing
Why it's wrong here
Black-box models are not inherently explainable and may fail regulatory standards.
- ✓
Implement a smaller interpretable model with acceptable accuracy
Why this is correct
Interpretable models satisfy explainability requirements while maintaining reasonable performance.
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Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This Generative AI Leader practice question is part of Courseiva's free Google Cloud certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the Generative AI Leader exam.