Yes. Ask AI to read your lessons as a beginner and flag any assumptions about prior knowledge—terms without definitions, concepts without setup, jumps that assume expertise. AI spots what experts naturally miss.
The Prior Knowledge Trap
You know your field. You’ve been doing it for 10 years. That means you skip steps that seem obvious to you but are completely hidden to someone brand new. You say “leverage your positioning” without explaining what positioning is. You use “funnel optimization” without teaching what a funnel is or why optimization matters. Your students feel lost, then stupid, then they quit.
This is the expert’s curse. You can’t see the knowledge you take for granted. You learned it so long ago, it feels like common sense. Your student is encountering it for the first time.
How AI Spots Assumed Knowledge
The technique is direct. Paste a single lesson into Claude and ask: “Assume I’m a complete beginner in this field. Read this lesson and flag anything I wouldn’t understand. What terms are used without definition? What concepts assume prior knowledge? What steps are skipped?” Claude will respond with specific moments: “Line 3 uses ‘A/B testing’ without explaining it. Line 7 assumes I know what a conversion rate is.”
Then you fix it. Sometimes that’s a definition (add one sentence). Sometimes it’s a link to an earlier lesson (“see Lesson 2 for how to set up your funnel”). Sometimes it’s a short example. The fixes are small, but the impact is huge.
What This Means for Educators
Beginners don’t fail because they’re dumb. They fail because experts teach above their head. When you remove assumed knowledge, completion rates jump, reviews improve, and referrals multiply. The course goes from “hard to follow” to “finally someone explains this clearly.”
This is also a confidence builder. You don’t have to make your course simpler—you just have to explain the assumptions. A lesson can be advanced if every step is clear. It’s advanced content taught with beginner-friendly explanations.
Audit Your Course for Assumed Knowledge
Spend 20 minutes: pick your most “advanced” lesson. Paste it into Claude with the question: “What am I assuming this reader already knows?” List everything Claude flags. For each one, ask yourself: “Is this a fair assumption for my audience?” If not, add a definition, an example, or a link. Then test it: read that lesson out loud as if you’re hearing it for the first time. Does it make sense? That’s your benchmark.