Syllaro Academy

AWS Certified AI Practitioner

Does the Model Meet the Business Objective?

Passing an evaluation job is not the same as meeting a business objective. This lesson covers the three objectives the exam names, the acceptance thresholds you set before you build, and how AWS keeps evaluation running after launch.

Intermediate 19 minutes 5 Learning Objectives
  1. Separate offline evaluation of output quality from evidence that a business objective was met
  2. Define productivity, user engagement, and task engineering as the exam frames them, and name a metric for each
  3. Set acceptance thresholds and build a ground truth dataset using stratified sampling
  4. Explain how user feedback provides evaluation signal without ground truth
  5. Describe how AWS guidance keeps evaluation running after launch and detects drift