SetFlow
SetFlow
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✦ Free AI tutor · 100% for students

Meet Tori. The free AI tutor that actually knows your notes.

Tori reads your syllabus, builds your study plan, makes flashcards from your lectures, grades your practice essays against your rubric, and runs voice + vision tutoring sessions. Free for every student. Forever.

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What Tori does for students

Reads your actual notes

Upload a syllabus, a chapter, or a recording. Tori grounds every reply in your real materials — not generic web data.

Makes flashcards automatically

From any document or lecture, Tori extracts the testable concepts and queues them into a spaced-repetition deck.

Sends a morning briefing

Every morning before 9am: what's due today, what flashcards are queued, what topic Tori thinks you need the most work on.

Builds your study plan

Tell Tori when your exam is. She maps the topics to the days, schedules the practice papers, and adjusts when your scores show weak spots.

Generates practice papers

From your notes — not from someone else's test bank. Multiple choice, short answer, full essay. Auto-graded.

Tori Private — a confidential space

24-hour auto-delete. No human review, ever. For the days where the work itself is the easy part.

Tori vs ChatGPT for studying

ChatGPT is a brilliant generalist. Tori is a focused study partner. Use both — but know which one is doing what.

FeatureSetFlowChatGPT
Knows your actual notes
Reads what you upload
Generic LLM, no class context
Writes your homework for you
Gives Socratic feedback only
Yes — that's the problem
Builds flashcards
Automatically, from your notes
Spaced-repetition queue
SM-2 built in
Study plan from your syllabus
Voice mode
Talk through problems out loud
Paid plans only
Vision (read handwritten work)
Paid plans only
Free forever
Limited free tier

✦ The science

Why SetFlow actually works

SM-2

The spaced-repetition algorithm Anki uses, plugged into Tori-generated flashcards from your real materials.

Active Recall

Tori asks you to retrieve information, not just re-read it. The retrieval is what makes a memory stick.

Interleaving

Practice papers mix topic and problem type so your brain builds flexible understanding instead of brittle rote memory.

Read the full science page →

Frequently asked

Is Tori really free for students?
Yes. Every student gets Tori free forever. Reasonable rate limits apply (~50 messages a day) — enough to study, not so much that we have to ban free accounts. No credit card required at sign-up.
How is Tori different from ChatGPT?
ChatGPT is a general-purpose chatbot. Tori is a class-aware study partner — every reply is grounded in the actual materials you've uploaded, and she's tuned to teach you, not do your homework. She won't write your essay; she'll help you outline it.
Does Tori cheat? Will my teacher know?
Tori is designed not to cheat. If you ask her to write an assignment, she'll redirect to Socratic prompts. Educators can also turn on AI-pre-review for assignments, which is a feature, not a way to surveil you. Tori Private chats are not shared with anyone, ever.
What is the science behind SetFlow?
SetFlow combines three proven learning frameworks: SM-2 (the spaced-repetition algorithm Anki uses), Active Recall (Tori asks you to retrieve information, not just read), and Interleaving (mixing problem types so you build flexible understanding, not just rote memory).
Does Tori know what class I'm in?
Yes — every Tori chat is scoped to a specific class. The materials your teacher uploads + the notes you upload form the class context. Switch classes, switch context. No leakage between courses.
What is Tori Private?
A separate confidential chat space for when the work itself isn't the problem — burnout, anxiety, family stuff. 24-hour auto-delete. No human review ever. Real crisis resources surface when the conversation indicates someone needs more than an AI.
Does Tori have a voice mode?
Yes, free. Hold the mic button, talk through a problem, Tori replies in voice. Useful for working through math out loud, practicing for a presentation, or studying while you're away from your desk.

Stop studying alone. Start studying with Tori.

Free forever for every student. No credit card. No catch.

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