AI can help an expert turn a rough idea into a teachable course, but it cannot decide what learners truly need. A useful course begins with a clear promise and ends with evidence that the learner can do something new.
Define the transformation
Describe the starting point, the destination, and who the course is for. “Learn photography” is too broad. “Create and edit five strong daylight portraits with a phone” gives you a clearer audience, scope, and result.
Build backward from practice
List the decisions or actions a learner must perform to reach the outcome. Then arrange lessons in the order those actions become easier. Use AI to suggest examples, common mistakes, explanations, and practice questions, but keep the sequence grounded in your own experience.
A lesson should answer one useful question, demonstrate the idea, and give the learner a
