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 5)

Questions 21–24

1. 21expert · hard

   A food delivery company wants to build a pipeline to predict delivery times. The goal is to improve customer satisfaction. They have order data, traffic data, and weather data. The customer app needs a delivery time estimate at the time of order, and the operations team needs a daily report of delivery performance. The company has a limited budget and cannot afford separate pipelines for real-time and batch processing. What is the most appropriate approach?

   • AUse only a daily report and have the app use the previous day's estimate.
   • BUse only real-time estimates and manually compile the daily report.
   • CUse a single pipeline that produces real-time estimates for the app and also generates a daily performance report from the same data.
   • DBuild two separate pipelines: one for real-time estimates and one for daily reports.
   Reveal Solution Discussion Select an answer first
2. 22expert · hard

   A ride-sharing company wants to build a pipeline to predict ride demand in different city zones. The goal is to optimize driver allocation. They have historical trip data, weather data, and event schedules. The operations team needs demand predictions every 15 minutes for the next 2 hours. However, the company has a strict budget and cannot afford real-time streaming infrastructure. What input specification is most appropriate?

   • AReal-time streaming of every trip request as it occurs.
   • BBatch input every 15 minutes of recent trip counts, current weather, and upcoming events for the next 2 hours.
   • CDaily batch input of historical trip data only.
   • DHourly batch input of trip data, without weather or event data.
   Reveal Solution Discussion Select an answer first
4. 23application · medium

   A manufacturing company wants to predict equipment failures before they occur. They have sensor data from machines, maintenance logs, and production schedules. The maintenance team needs a daily report of machines with a high risk of failure in the next 48 hours. What input specification is most appropriate?

   • AReal-time streaming of sensor data at 1-second intervals.
   • BDaily batch of sensor readings, recent maintenance history, and the upcoming production schedule for the next 48 hours.
   • CHistorical failure data only, without current sensor readings.
   • DOnly the maintenance logs from the past year.
   Reveal Solution Discussion Select an answer first
5. 24expert · hard

   A streaming service wants to build a pipeline to predict user churn. The goal is to reduce churn by offering targeted discounts. They have user viewing history, subscription details, and customer support interactions. The marketing team needs a list of at-risk users each week to send offers. However, the data is stored in different formats across multiple databases, and the pipeline must be built with minimal engineering effort. What is the most important input specification consideration?

   • AUse only the viewing history data, as it is the most predictive.
   • BDefine a unified schema that consolidates data from all sources into a consistent format for the model.
   • CRequire all data to be converted to a single file format, such as CSV.
   • DUse a separate model for each data source and combine the results.
   Reveal Solution Discussion Select an answer first