Describe your course topic and your week-one content to Claude, then ask it what a student would need to already know or be able to do to get full value from the program. That list becomes your enrolment criteria, your onboarding checklist, and your intake question set — all at once.
The Cost of Skipping the Prerequisites Conversation
When a course doesn’t clearly define who it’s for and what they need to know coming in, two problems happen. First, students who aren’t ready enrol — and then struggle, disengage, or ask for refunds. Second, students who are ready hold back because the marketing sounds too basic. Neither group gets the right experience.
Think of a professional development workshop with no prerequisites listed. You get a room with ten people who’ve never heard of the topic and five who’ve been doing it for years. The instructor ends up serving nobody particularly well. Defining prerequisites isn’t about making your program exclusive — it’s about making it effective for the people you actually want inside it.
How AI Generates Your Prerequisite Profile
Give Claude a description of your program and its first week of content, then ask: “What knowledge, skills, or experience would a student ideally have before starting this program? What would make the difference between someone who thrives in week one and someone who spends most of it catching up?”
The AI will return a tiered response — must-haves, nice-to-haves, and things that don’t matter as much as people think. For a course on using AI in online teaching, a typical output might be: must-haves include being comfortable with email and basic internet use, and having a live teaching business of some kind already running; nice-to-haves include having tried ChatGPT at least once; and things that don’t matter include tech background, prior course design experience, or having a large audience.
That tiered structure is directly usable. The must-haves become your enrolment criteria. The nice-to-haves become talking points in your sales copy (“you don’t need to have used AI before — but if you have, even better”). The things-that-don’t-matter become objection-busters (“you don’t need a tech background or a big audience to succeed in this program”).
What This Means for Educators
For coaches and consultants running paid live cohorts, prerequisites do double duty. They protect the quality of your cohort — ensuring everyone is starting from roughly the same place — and they filter out enrolments that are likely to result in poor outcomes and refund requests. A short intake questionnaire built from your AI-generated prerequisite list is one of the highest-leverage tools you have for keeping cohort quality high without manually screening every applicant.
You can also post your prerequisite profile in your FluentCommunity campus as a pinned resource titled “Is this program right for you?” Students who are on the fence appreciate the transparency — and the ones who aren’t ready yet will often come back when they are.
The Simple Rule
Before any new cohort launch, ask Claude to generate your prerequisite profile based on your week-one content. Turn must-haves into intake questions. Turn nice-to-haves into marketing copy. Turn things-that-don’t-matter into objection-busters. The five minutes you spend on this will save you hours of managing students who weren’t ready for your program.