4.1 Describe the Google Cloud-Recommended Steps to Successfully Implement a Transformational Gen AI Solution. GENERATIVE-AI-LEADER Practice Questions (Page 5)

Questions 21–25

1. 21expert · hard

   A media company wants to use gen AI to generate personalized video summaries for users. They have a large library of videos and need to generate summaries that adapt to user preferences. They also have a limited budget and need to minimize infrastructure costs. Which solution is MOST suitable?

   • AUse a pre-trained multimodal model that can process video and generate text summaries, with personalization via user context in the prompt.
   • BDeploy a large open-source model on dedicated GPUs to have full control over personalization.
   • CUse a text generation model to summarize video transcripts, ignoring visual content.
   • DTrain a custom video understanding model from scratch to achieve the best personalization.
   Reveal Solution Discussion Select an answer first
2. 22foundation · easy

   A company needs to generate product descriptions from structured data like price and features. Which decision framework step is most relevant to choosing between a text generation model and a template-based system?

   • AAssess the complexity and variability of the required output
   • BChoose the model with the largest parameter count
   • CSelect the cloud provider with the lowest price
   • DDetermine the model's training cost
   Reveal Solution Discussion Select an answer first
4. 23foundation · easy

   A developer needs a tool that can automatically generate unit tests for a Python function. Which type of gen AI solution is most appropriate?

   • ACode generation
   • BPersonalized recommendation generation
   • CText generation
   • DImage generation
   Reveal Solution Discussion Select an answer first
5. 24foundation · easy

   A company must deploy a gen AI solution that processes customer data subject to strict data residency regulations. Which factor is most critical when selecting the solution?

   • AThe model's ability to generate creative content
   • BThe model's training data size
   • CThe model's inference speed
   • DThe availability of the model in a region that meets data residency requirements
   Reveal Solution Discussion Select an answer first
6. 25application · medium

   A marketing agency wants to generate social media posts from blog articles. They have a large volume of content and need to produce posts in a consistent brand voice. They also need to ensure the generated content is factually accurate and does not misrepresent the original article. Which factor is MOST critical when selecting a gen AI solution for this task?

   • AThe model's ability to follow few-shot prompts that include examples of the brand voice.
   • BThe model's grounding capabilities to reference the original article and reduce hallucinations.
   • CThe model's support for multiple languages to expand the agency's reach.
   • DThe model's ability to generate multiple variations of a post for A/B testing.
   Reveal Solution Discussion Select an answer first