A private tutor built into your Mac

Stuck? Circle it.

Press ⌘⇧Space and circle anything — a problem set, a stubborn bug, a dense paragraph. Margin is the tutor that comes to your work: a hint drawn right on your screen, never just the answer.

macOS 14+ · Now piloting with select students and classrooms

Hints before answers Built for college STEM Course materials stay on your Mac Native menu-bar app
Why Margin

You don't go to the tutor.
The tutor comes to your work.

Every other AI learning tool makes you bring the problem to it. Margin teaches inside the work itself.

Chat tutors

ChatGPT, Khanmigo, and study apps can guide you well — but you have to leave your work, retype the problem into a chat tab, and lose your train of thought getting there.

Answer apps

Screenshot-to-solution tools hand you a finished answer. Useful in a pinch; teaches you almost nothing. Tomorrow you're stuck on the same kind of problem again.

Margin

Circles the exact term you missed, on the page you're already reading, and asks the question a good tutor would ask. You stay in your work. You do the work. You learn.

How it works

Stop retyping problems.
Start understanding them.

1

Circle it

Hit ⌘⇧Space and drag over anything on screen — a PDF, your LMS, a slide, VS Code, a photo of handwritten work. No copy-pasting, no retyping equations.

2

Get a nudge

Margin figures out why you're stuck, points at the key step with a circle or arrow drawn on your actual screen, and asks one guiding question.

3

Go deeper

Ask follow-ups in plain language — get a hint, an explanation, a check of your work. Still stuck? One click reveals the full worked solution — your choice, not the default.

Features

Private-tutor quality,
built into your Mac.

Socratic by default

Hint, explain, check my work, quiz me — you choose how much help you get. The final answer exists, but it's always an explicit choice, never the default.

✏︎

Writes on your screen

Circles the mistake. Underlines the key line. Points an arrow at the term you missed. Annotations render on a click-through overlay, so you keep working underneath.

📚

Knows your course

Drop in your syllabus or textbook PDF. Margin grounds every explanation in your class's notation and methods — not a random one from the internet.

🔒

Fully local mode

One toggle runs the entire tutor on a local model. Nothing — not the screenshot, not your question — ever leaves the machine.

Anywhere on screen

If you can see it, you can circle it: textbook PDFs, Canvas, lecture slides, Desmos graphs, LeetCode, a photo of handwritten work.

Native and instant

A real menu-bar app, not a browser tab. No login wall, no context switching — help is a keystroke away from whatever you're already doing.

Works where you work

Calculus at 11pm.
A failing test case at 2am.

Math

The integral that won't budge

Margin circles the part that needs substitution and asks:

Margin — What expression and its derivative both appear here? Name them before you pick u.
Code

The bug you've stared past ten times

while left < right: left += 1 window = s[left:right]
Margin — Trace one test case: what does the window contain before you move the pointer?
Reading

The paragraph that says nothing twice

Margin underlines the claim, leaves a short margin note, and asks:

Margin — Which sentence carries the evidence for this claim? Summarize the argument in one line.
Who it's for

A supplement to teachers.
Never a replacement.

For students

It's 11pm, the problem set is due tomorrow, and you're stuck on question 4. Margin gets you un-stuck without leaving the page you're on.

  • No retyping — circle the problem exactly as it appears
  • Hints that teach the method, in your course's notation
  • Follow-up questions until it actually clicks
  • Exam prep against your own lecture notes and textbook
wait why does the sign flip on the second term?
Good catch — that's the derivative of cos(x) at work. What is d/dx of cos(x)? Check the sign, then look at your second term again.
ohh it's −sin(x). so it's 2x·cos(x) − x²·sin(x)
Exactly right. You just applied the product rule end to end.

Projected in class

∫ x·eˣ dx = ?

"Margin, give the class a hint — but don't solve it."

For teachers

Project a problem, circle it live, and let Margin pose the guiding question while you walk the room. Built deliberately as a supplement to your teaching, not a shortcut around it.

  • Hints-first design — it won't hand students the answer sheet
  • Load your own course materials so help matches how you teach
  • Local mode keeps student work off the cloud entirely
  • Works with whatever you already project: PDFs, slides, anything

Margin for classrooms →

Coming for tutors: the live teaching workspace. A private copilot that suggests the next guiding question mid-lesson, automatic session notes, a brief on each student before every session, and AI-generated practice between sessions — with the tutor in control the whole time.

Get early access
The long game

A tutor whose goal is that you need it less.On the roadmap

Every session teaches Margin how you learn — not just what you asked. Over a semester it builds a private map of what you've mastered, where you slip, and which kinds of explanation actually land for you.

Most tools measure engagement. Margin measures independence: are you solving more on your own this month than last? That's the number we care about — and it's yours to see, or delete, any time.

What Margin remembers · example
  • Mastered: product rule, u-substitution, basic recursion
  • Watch for: sign errors when differentiating cos(x); off-by-one when the loop moves a pointer
  • What works: visual call-stack diagrams; tracing one concrete test case first
  • Independence: solved 7 of 9 problems this week without a hint — up from 3 of 9
Privacy

Private enough for a school.

"It sees only what you share and remembers only what helps you learn."

Only what you circle

Margin never records or watches your screen. It captures the exact region you select, only in the moment you select it — every capture is user-initiated and visible as it happens.

Course files stay home

Your PDFs are read, chunked, and embedded entirely on-device with Apple's built-in language models. The files are never uploaded anywhere.

Zero-cloud option

Flip on local mode and inference runs on your own machine. No account, no API key, no network calls — a tutor that works in airplane mode.

Your data, your call

Everything Margin learns about you lives on your Mac, readable and deletable. Private-session mode retains nothing at all — planned alongside app exclusions for banking, messages, and health.

Pricing

Simple plans, student budgets.

Free

$0
forever
  • Circle-to-ask with daily limit
  • On-screen hints & annotations
  • One active course
  • Fully local mode included
Book a demo
Most popular

Student Pro

$18/month
cancel anytime
  • Unlimited tutoring
  • All your courses, grounded in your materials
  • Learner model & progress tracking
  • Exam prep from your own notes
  • Priority support
Book a demo

Semester

$79
one semester, one payment
  • Everything in Student Pro
  • Priced the way students plan
  • Ends when finals do — no forgotten subscription
Book a demo

Margin is currently in pilot — participants use it free, and pricing applies at general availability. Classroom and tutoring-center licenses: get in touch.

FAQ

Fair questions.

Isn't this just a cheating tool?

It's built to be the opposite. By default Margin refuses to hand over final answers — it identifies the type of problem, points at the key step, and asks a guiding question, the way a good tutor does. The full solution exists, but it's an explicit choice, visible and deliberate. Compare that with what students do today: paste the question into a chatbot and copy what comes back.

How is this different from ChatGPT?

Two ways. First, you never leave your work — no retyping the problem into a chat tab; Margin sees exactly what you circled and answers beside it. Second, it's a tutor by design, not by prompt: hints-first pedagogy, grounding in your actual course materials, and drawings on your real screen instead of a wall of chat text.

What does it cost?

Pilot participants use Margin free. At launch: a free tier, Student Pro at $18/month, and a $79 semester plan. Local mode is free forever — it runs on an open model on your own Mac.

What do I need to run it?

A Mac running macOS 14 or later. That's it — during the pilot we'll get you set up in about five minutes, including local mode if you want the zero-cloud version.

Which subjects does it handle?

It's strongest where seeing the work matters: calculus, statistics, intro programming, physics, chemistry, economics. If you can circle it, Margin can look at it — including graphs, diagrams, code, and handwritten work.

Does it watch my screen?

No. Margin is idle until you press the hotkey, and it sees exactly one screenshot: the region you circled. Screen Recording permission is required by macOS for any capture tool — you grant it once, and every capture is user-initiated.

Pilot program

Margin is in private pilot.

We're working closely with a small group of students, teachers, and tutors before opening up. If that sounds like you — a STEM student on a Mac, a teacher who'd project it in class, or a tutor who wants the workspace early — we'd love to talk.

Or just email us: ritvikrustagi7@gmail.com