Generative AI Leader Practice Question: Business Strategies for Generative AI Solutions
An organization is developing a GenAI strategy for multiple business units. Which THREE steps should they take to ensure alignment? (Select three.)
⚠ Common exam trap
Google Cloud often tests the misconception that financial controls (chargeback) or decentralized model selection are sufficient for alignment, when in fact they miss the core need for shared governance, centralized expertise, and risk-based prioritization.
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
✓
Establish common data governance policies
Establishing common data governance policies (C) ensures that all business units adhere to consistent standards for data quality, privacy, and security, which is critical for training and deploying reliable GenAI models. Without unified governance, disparate data practices can lead to model bias, compliance violations, and integration failures across the organization.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Implement a chargeback model for usage costs
Why it's wrong here
Chargeback controls costs but does not ensure strategic alignment; it may lead to underutilization.
- ✗
Allow each business unit to independently choose models
Why it's wrong here
Independent choices lead to fragmentation, inconsistent quality, and governance challenges.
- ✓
Establish common data governance policies
Why this is correct
Common policies ensure data consistency, compliance, and reusability across units.
- ✓
Create a center of excellence (CoE) for GenAI
Why this is correct
A CoE promotes standardization, shares best practices, and ensures alignment across units.
- ✓
Prioritize use cases based on ROI and risk
Why this is correct
Prioritization ensures resources are focused on high-impact, low-risk use cases, aligning with business objectives.
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