Yes, AI is very good at this. Paste your course outline and a description of your target student into Claude, and ask it to identify which sections cover things your audience probably already knows. That gives you a clear map of where you might be over-teaching — and where students might be quietly checking out.
The “Explaining the Obvious” Problem
Every educator has experienced this: you teach something you think is foundational, and half your students already knew it. The other half needed it. You’re stuck in the middle, and both groups get a worse experience than they should.
Think of it like a GPS recalculating a route. If it doesn’t know your starting point, it might send you through neighborhoods you’ve already driven through. Your course does the same thing when it doesn’t account for what students already bring with them.
How AI Spots the Overlap
Claude can cross-reference your course content against what’s commonly known in your audience’s context. If you teach coaches how to use AI in their business and your course spends three lessons explaining what a prompt is, Claude will flag that — because anyone who’s already using ChatGPT, even casually, knows what a prompt is.
Give it specific context. Tell Claude who your student is: their job, their experience level, what tools they’ve already used, what courses they’ve likely taken before yours. Then ask: “Which sections of this course cover things this person probably already knows? Where might I be over-explaining?” The more specific your student description, the more accurate Claude’s assessment will be.
You can also reverse-engineer this by asking Claude to generate a list of things a typical student in your niche already knows before buying a course like yours. Compare that list to your syllabus. Any overlap is worth reviewing.
What This Means for Educators
Cutting content you’ve already built feels wasteful — but leaving in lessons that students find condescending costs you completions, testimonials, and repeat buyers. A student who breezes through your intro thinking “I already knew all of this” is less likely to trust that the advanced material is worth their time.
The fix isn’t always to cut — sometimes it’s to reframe. A lesson on “what a prompt is” could become “how to write prompts that actually work for your specific teaching context” and serve both the beginner and the experienced student at the same time.
The Simple Rule
If your target student has been in your niche for more than six months, they already know your basics. Let AI flag where you’re re-teaching what they came knowing, and use that time instead to teach what only you can.