Translate Business Use Case Goals into a Description of the Desired Inputs and Outputs for the AI Pipeline GENERATIVE-AI-ENGINEER-ASSOCIATE Practice Questions (Page 1)

Questions 1–5

1. 1foundation · easy

   A logistics company wants to optimize delivery routes. Which output specification is most appropriate?

   • AA ranked list of suggested routes for each delivery driver, with estimated travel time for each route.
   • BThe total distance traveled by all drivers.
   • CA map showing all delivery locations.
   • DA list of drivers sorted by their delivery speed.
   Reveal Solution Discussion Select an answer first
2. 2application · medium

   A marketing agency wants to use AI to generate ad copy for different customer segments. The goal is to increase click-through rates. They have customer segment data and past ad performance. What output specification best meets this goal?

   • AA single ad copy for each segment, without any performance prediction.
   • BA set of 3-5 ad copy variations for each customer segment, with predicted click-through rates.
   • CA model that scores the creativity of ad copy.
   • DA report of past ad performance by segment.
   Reveal Solution Discussion Select an answer first
4. 3foundation · easy

   A retail company wants to reduce customer churn by identifying at-risk customers early. Which statement best defines a measurable objective for the AI pipeline?

   • ACreate a dashboard showing customer churn trends.
   • BUse machine learning to improve customer retention.
   • CCollect customer data and store it in a data lake.
   • DBuild a model that predicts which customers are likely to churn in the next 30 days, with a target precision of at least 80%.
   Reveal Solution Discussion Select an answer first
5. 4application · medium

   A media company wants to use AI to automatically tag images with relevant keywords to improve search. They have a large library of images and want to reduce manual tagging effort. What is the most appropriate measurable objective for this pipeline?

   • AReduce the time to tag each image from 5 minutes to 1 minute.
   • BAutomatically generate a set of 5-10 relevant keywords for each image, with a target accuracy of at least 90% compared to human tags.
   • CIncrease the number of images tagged per day by 50%.
   • DCreate a search index of all images with tags.
   Reveal Solution Discussion Select an answer first
6. 5application · medium

   A healthcare provider wants to use AI to prioritize patient follow-up calls. The goal is to reduce missed appointments. They have patient appointment history, demographic data, and no-show records. What output specification best meets the business goal?

   • AA dashboard showing trends in appointment cancellations over time.
   • BA daily list of patients with a predicted no-show probability, sorted by risk, for the care team to call.
   • CA monthly report of no-show rates by department.
   • DA model that assigns each patient a risk category (low, medium, high) without any explanation.
   Reveal Solution Discussion Select an answer first