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ACE-AF-03BeginnerTier 1 · Core

AI vs. Automation vs. Machine Learning

See how AI, automation, and machine learning differ, and learn when each approach is useful.

What you’ll explore

  • Define AI, automation and machine learning in plain language, and explain how they relate using the nested circles model
  • Identify which technology is at work in real-world products and processes by applying a simple three-question test, including products that combine more than one
  • Explain why vendor language is often misleading, and ask the plain questions that reveal what a product actually does
  • Explain how automation, machine learning and generative AI work together in a technology stack, and compare the trade-offs of each approach to the same business problem, including the human oversight and privacy care each needs
  • Evaluate which technology, or combination, best suits a given business problem using a decision framework, and capture it in a take-home Technology Decision Guide

Course outline

01The Three Technologies Defined: Automation, Machine Learning and AI60 min
02Spotting the Technology in Everyday Products60 min
03Vendor Language, the "What Is It?" Card Sort and Your Own Industry60 min
04How the Technologies Work Together: The Technology Stack60 min
05Choosing the Right Approach and Your Technology Decision Guide60 min

Who it’s for

Professionals who hear these terms constantly but are not sure what they mean Managers and leaders making technology investment decisions Teams evaluating AI or automation tools for their organisation Anyone who wants to hold an informed conversation about technology with confidence