AI can evaluate your course from two different student perspectives simultaneously — flagging where beginners will get lost and where advanced learners will disengage — so you can make targeted adjustments without sacrificing the experience for either group.
The Mixed-Level Classroom Problem
Most online courses attract students across a wider skill range than the creator anticipated. You design for a “typical” student, but in reality your cohort includes someone who has never touched an AI tool and someone who has been using ChatGPT daily for two years. Both of them enrolled based on your promises. Both of them need to feel served.
This is one of the oldest challenges in teaching — you see it in every classroom, from adult education to corporate training. The beginner needs more scaffolding, more examples, more reassurance. The advanced learner needs more challenge, more nuance, more “here is what happens next.” Designing for one often alienates the other. AI can help you identify where your course is currently serving one group and leaving the other behind.
How to Run a Dual-Perspective Review
Open Claude or ChatGPT and run two separate review passes on the same content. For the first pass, set the persona: “You are a 58-year-old teacher who has never used AI tools before and is nervous about getting this wrong. Read this lesson and tell me where you would feel confused, overwhelmed, or unsure what to do next.” For the second pass: “You are a 45-year-old consultant who has been using ChatGPT for 18 months and considers yourself intermediate. Read the same lesson and tell me where you would feel bored, under-challenged, or like this is covering ground you already know.”
Compare the two reports. Places where the beginner is confused and the advanced learner is bored are the spots to add tiered content — a foundational explanation for beginners plus an “if you already know this” shortcut or extension for advanced learners. Places where both groups are engaged are your strongest lessons. Leave those alone.
What This Means for Educators
For coaches and consultants running community-based programs, mixed-level cohorts are the norm. Your live sessions can feel impossible when half the room needs you to slow down and half needs you to go deeper. Using AI to review your course content before the cohort starts lets you add the scaffolding and the stretch opportunities in advance — so your live time is spent facilitating rather than re-teaching.
The Bottom Line
Run both perspective reviews on your three most complex lessons before your next cohort. Add one scaffolding element for beginners and one extension prompt for advanced learners in each of those lessons. Your room will feel more balanced from Week 1, and both groups will feel like the program was built for them.