confirmed
Essay
Student B with Tutor B
Gcse English Literature / English / Essay / Homework
The demo shows how Tutorful could turn lesson evidence, enquiry answers and messages into a tutor briefing: what the learner needs, what happened last time, and what to do next.
Passive memory, not another chat window.
The tutor lands on a useful lesson-prep document. Asking questions is secondary.
Evidence-linked draft state.
The system proposes learner insights, but they remain unreviewed until a tutor confirms or edits them.
Raw files are audit material.
They exist in the technical appendix, not in the default demo path.