An AI twin for course creators: student questions, answered from the curriculum

Every course creator learns the same deflating fact around cohort three: students ask questions the course already answers. Not because they're lazy — because the answer lives at minute 23 of lesson 14, and nobody re-watches four hours to find one detail. Your content problem is actually a retrieval problem, and that's the problem an AI twin is shaped for.

"Which lesson covers this?" — answered with the lesson#

Feed your twin the course itself — transcripts, workbooks, the syllabus — and the community-forum classic "where do you talk about X?" stops reaching you. The twin answers from the material and cites the exact passage, so the student gets your actual teaching, sees which lesson it came from, and goes back into the course instead of waiting a day for a moderator. The answer is a pointer back into what they paid for — which is exactly where you want their attention.

The stale-content problem, solved without re-recording#

Here's the pain unique to course creators: content rots on camera. The tool you demonstrated redesigned its dashboard; the tax rule changed; you simply teach the step differently now. Re-recording is a production project, so the gap between what the video says and what's true just grows — and every student hits it individually.

On hiy, a correction outranks the source it contradicts. Write two sentences — "Lesson 9 shows the old dashboard; the setting now lives under Preferences" — and every future answer carries the fix while the video stays untouched. The 11pm re-record marathon becomes a correction queue you clear with coffee. When the syllabus itself changes, updated transcripts replace the old ones and the twin follows.

Before they buy: the honest sales assistant#

The same twin answers the pre-sale layer — "is this for beginners?", "what's actually included?", "what's the refund policy?" — from your sales page and syllabus, with receipts. And the refusal matters as much here as the answers: asked whether the course covers something it doesn't, the twin says so instead of overpromising. A student who buys on an invented promise becomes a refund and a one-star review; the honest "no, it doesn't cover that" is cheaper by every measure.

The gap queue is your next module#

Every question the twin couldn't answer from your material queues for you. Answer it once and it's handled permanently — but read the queue monthly and it becomes something better: a ranked list of what students actually need that the curriculum doesn't teach. That's your next module, chosen by demand rather than hunch.

What it shouldn't do#

Boundaries keep this trustworthy. The twin answers about the course and from the course — it doesn't grade assignments, doesn't improvise teaching beyond your material, and doesn't wing an answer mid-assignment where a fabrication could cost a student real marks. That's a scope setting, not a disclaimer.

Setting up takes your existing transcripts and about ten minutes: build yours free, test it in the private sandbox with your cohort's ten most-asked questions, or interrogate a live twin first.