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Generative AI Leader Practice Question: Business Strategies for Generative AI Solutions

Which TWO are key business considerations when adopting generative AI solutions?

⚠ Common exam trap

Google Cloud often tests the distinction between technical metrics (like training duration, parameter count, and benchmark accuracy) and true business considerations (like compliance, cost, and scalability), leading candidates to confuse model performance indicators with strategic business drivers.

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

Data privacy and compliance requirements

Data privacy and compliance requirements (Option C) are a key business consideration because generative AI models often process sensitive or proprietary data, and regulations like GDPR, HIPAA, or CCPA mandate strict controls on data handling, storage, and model training. Failure to address these can result in legal penalties, reputational damage, and loss of customer trust, making it a top priority for enterprise adoption.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Training duration on public datasets

    Why it's wrong here

    Training duration is a technical concern, not a business one.

  • Number of model parameters

    Why it's wrong here

    Parameter count is a model architecture detail.

  • Data privacy and compliance requirements

    Why this is correct

    Privacy and compliance are critical business and legal considerations.

  • Model accuracy on benchmarks

    Why it's wrong here

    Accuracy is a technical metric, not a primary business consideration.

  • Cost of inference per request

    Why this is correct

    Inference cost affects ongoing operational expenses.

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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.