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Study Plan Intelligence — Your Materials Become a Tutor

A classroom-native AI study companion. Your course materials become a grounded tutor with clickable citations, every student question becomes a teacher signal, and every confusion pattern becomes teacher-approved practice — with the oversight consumer AI tools can't give you.

Answers grounded in your module's own materials
Clickable citations back to the exact source
One-click study guide, summary, FAQ & key terms
Teacher review, corrections & confusion analytics
Turn Your Materials Into a Tutor

An Understanding Engine on Every Module

The PDFs, links, videos and notes you already attached become an interactive tutor

Grounded Module Tutor

Students chat with a module and get answers drawn only from that module's materials — uploaded files, web links, video transcripts and teacher notes. Not the open internet; your content.

Clickable Citations

Every answer carries inline citation chips. Click one to reveal and jump to the exact passage it came from — so students verify against the source instead of trusting a black box.

Strict on Assigned Plans

On teacher-assigned plans the tutor stays inside the materials and says so when something isn't covered. A student's own personal plan is more open. An "Explain generally" button is always one tap away.

One-Click Study Aids

Auto-generate a study guide, summary, FAQ or key-terms glossary from the module's materials. Teachers generate; students study. Built from the same grounded content as the tutor.

Video Transcripts as Sources

Embed a YouTube video and its transcript becomes AI-readable. The tutor can answer questions about the video and study aids can summarize it — no separate transcription step.

Confusion Analytics

See "what students are asking" per module — top questions and how often something wasn't in your materials — right next to that module's scores and mastery. Confusion and performance, read together.

The Teacher Oversight Consumer AI Tools Lack

Like a private, institution-controlled study notebook — with a teacher in the loop

Every Question Is a Teacher Signal

  • Review Every Conversation
    Read the full transcript of every student's chat with a module's tutor — see exactly where they got stuck.
  • Flagged Answers
    Students can thumbs-down a bad answer; teachers can flag one as wrong. Flagged answers surface for review.
  • Teacher Corrections That Override Files
    Pin an authoritative note the tutor must follow. It overrides the source files on conflict — fix a recurring wrong answer once, with no file surgery.
  • Confusion to Approved Practice
    Turn a confusion topic into AI-drafted practice that waits in a review queue. Nothing reaches students until you approve it.
Example Interaction
Student:

"What's the difference between accuracy and precision in this chapter?"

Module Tutor:

"Your module defines accuracy as how close a measurement is to the true value, and precision as how close repeated measurements are to each other. The dartboard diagram in your notes illustrates both."

Lecture-2.pdf, p.4 Intro video 3:12

Student:

"And what about systematic vs random error?"

Module Tutor:

"That isn't covered in this module's materials. Want me to explain it generally, or you can ask your teacher to add it — they'll see this came up."

Frequently Asked Questions

From the module's own materials — the uploaded files and PDFs, web links, embedded YouTube video transcripts, and the teacher's notes. The tutor answers from that content and shows clickable citation chips so the student can jump to the exact source passage behind each answer.

On a teacher-assigned plan, grounding is strict: the tutor says plainly that the topic isn't covered in the materials rather than inventing an answer. On a student's own personal plan it's more lenient. In both cases an explicit "Explain generally" button lets the student deliberately step outside the materials when they choose.

Yes. Teachers can review the full transcript of every student conversation, see answers that were flagged as wrong, and read per-module confusion analytics showing the top questions students are asking and how often something wasn't in the materials.

A teacher pins a "Teacher correction" — an authoritative note the tutor must follow. Corrections override the source files when they conflict, so fixing one note corrects the answer for every student going forward, with no changes to any underlying PDF or document.

It's classroom-native. Like a private, institution-controlled study notebook for your courses, it grounds answers in your materials — but it also gives the teacher the roster, conversation review, authoritative corrections, confusion analytics, and a teacher-approval gate on any generated practice that consumer AI study tools simply don't have.

Practice is never auto-assigned. A teacher can turn a confusion topic into AI-drafted practice questions with one click, but those drafts land in a teacher review queue. Nothing reaches students until the teacher approves the questions into the question bank — and can optionally build an exam from them.

Make Your Course Materials Teach

Turn the PDFs, links and videos you already have into a grounded tutor — with the oversight your classroom needs.

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