4.1 Describe the Google Cloud-Recommended Steps to Successfully Implement a Transformational Gen AI Solution. GENERATIVE-AI-LEADER Practice Questions (Page 1)

Questions 1–5

1. 1foundation · easy

   A business wants to implement a gen AI solution to automate customer support. Which business requirement is most likely to influence the choice of solution?

   • AThe number of employees in the marketing department
   • BThe company's office location
   • CThe need to reduce response time to customers
   • DThe color scheme of the company website
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2. 2application · medium

   A healthcare startup wants to use gen AI to generate synthetic medical images for training diagnostic models. They have a limited dataset of real images and need to augment it with realistic synthetic images. They also need to ensure the synthetic images are diverse and do not introduce bias. Which type of gen AI solution is MOST suitable?

   • AA personalized user need generation solution that customizes images for individual patients.
   • BAn image generation model that can create realistic synthetic images from a training dataset.
   • CA text generation model that describes the images in detail.
   • DA code generation model that writes image processing algorithms.
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4. 3expert · hard

   A telecommunications company has deployed a gen AI solution to generate network configuration scripts. They want to evaluate the solution's impact on reducing configuration errors and improving deployment speed. They also need to ensure the generated scripts are secure and comply with internal standards. Which evaluation approach is MOST appropriate?

   • AUse automated code quality tools to check the scripts for syntax errors.
   • BTrack the number of configuration errors and deployment time before and after the AI solution, and conduct security reviews of generated scripts.
   • CAsk network engineers to manually review all generated scripts for quality.
   • DMeasure the time taken to generate each script and the number of scripts generated per day.
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5. 4application · medium

   A financial services firm has deployed a gen AI chatbot to answer customer queries about account balances and transactions. They want to measure the business impact of the chatbot. Which metric would be MOST appropriate to evaluate the chatbot's effectiveness?

   • ATotal amount of data stored in BigQuery for the chatbot's logs.
   • BCustomer satisfaction score (CSAT) and average handling time per query.
   • CNumber of training epochs used to fine-tune the underlying model.
   • DLatency of the chatbot's responses in milliseconds.
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6. 5application · medium

   A software development company wants to use gen AI to automatically generate unit tests for their codebase. They have a large repository of code and need to ensure the generated tests are relevant and cover edge cases. They also want to integrate the solution into their CI/CD pipeline. Which type of gen AI solution is MOST suitable?

   • AAn image generation model that creates diagrams of test coverage.
   • BA code generation model that can analyze code and produce test cases.
   • CA text generation model that writes test descriptions in natural language.
   • DA personalized user need generation solution that suggests tests based on developer preferences.
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