Mac first · December 2026 · iPhone next

Turn anything you want to learn into a course. Every answer checked.

Drop in a PDF, a textbook chapter or just a topic. Felt writes short lessons and drills, and checks each answer with a real validator, not a guess.

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Microeconomics · Drill 4 of 12Validator: symbolic
Price falls from 10 to 8 and quantity demanded rises from 40 to 50. What is the price elasticity of demand (midpoint method)?
−0.8 Your answer
−1.0 Correct
−1.25
−2.0

Why −1.0: the midpoint method divides by the averages. ΔQ/Q̄ = 10/45 and ΔP/P̄ = −2/9, so elasticity = (10/45) ÷ (−2/9) = −1.0. Your −0.8 is the same ratio upside down. The validator computed the key symbolically; the author's draft key was wrong and never reached you.

Every answer checked

The answer key is not a vibe.

Every exercise in Felt goes through a validator before you ever see it. Maths is evaluated symbolically, code is run, structured answers are matched against rules. When the validator can't be sure, the exercise is flagged, not shown to you as fact.

What most AI study tools do

  • A model writes the question and the answer in one go.
  • Nobody checks the key. If the model is wrong, you learn the wrong thing.
  • Wrong answers get a generic explanation, or none.

What Felt does

  • An AI author writes lessons and exercises.
  • A separate validator checks every answer against rules, not the model's mood.
  • Exercises that fail the check never reach you. Wrong answers get an explanation for that exact task.
SubjectHow the answer is checked
Maths, physics, chemistryNumeric and symbolic evaluation, units and tolerances, step-by-step problems scored by method
ProgrammingYour code is run against test cases
Economics, graphsDiagrams you move are read back as data: shifts, intercepts, equilibria
Definitions, structure, labelsMatched against rules and accepted variants, not a single string
Anything the validator can't verifyFlagged as unverified, never shown as fact

How it works

Three steps, no setup.

Import anything

A PDF, a chapter, your own notes, a syllabus, or just a topic name.

Get a course

Short lessons and drills in minutes, each exercise checked before it reaches you.

Practise

Spaced repetition, an explanation on every exercise, and a Coach when you're stuck.

Subjects

Built for subjects where there is a right answer.

Maths

Algebra to calculus, scored step by step

Physics & Chemistry

Units, tolerances, derivations

Programming

Code run against tests

Economics

Diagrams you can move

Exam prep

A-level, GCSE, AP, SAT, IB

Example: Poker

Where Felt started. Ranges and odds, checked.

Diagrams you can move. Long problems scored step by step.

Shift a demand curve and the validator reads the new equilibrium. Work a multi-step problem and get method marks for the steps you got right, like a real examiner.

Pricing

The study loop is free. You only pay for AI.

Free

$0
  • Unlimited practice
  • Spaced repetition
  • Any course you already have
  • Explanations on every exercise

Plus

$7.99/mo

or $59.99 a year

  • Everything in Free
  • AI author: turn anything into a course
  • Coach when you're stuck

Pro

$16.99/mo
  • Everything in Plus
  • More generation
  • Priority models
Bring your own Anthropic key: all AI features, free. No lives, no waiting, no pop-ups.

Built in public

One person, and the people on the waitlist.

Felt is built solo, from the EU. Real numbers go out every Friday, including the bad ones. The validator's accuracy report will be public from the first beta.

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FAQ

Questions people ask first.

Is it really free?

Yes. Practising, spaced repetition and every course you already have cost nothing. You pay only when Felt's AI writes a course for you or coaches you, and even that is free with your own API key.

What does "checked" actually mean?

An exercise is only shown to you after a validator has confirmed the answer by a rule: evaluating the maths, running the code, matching the structure. The model that wrote the exercise does not get to grade it.

What happens when the validator isn't sure?

The exercise is flagged as unverified and kept out of your drills. It is never presented as a fact.

Which subjects work best right now?

Maths, physics, chemistry, programming and economics, plus exam-style practice for A-level, GCSE, AP, SAT and IB. Subjects with open-ended answers come later.

Can I use my own API key?

Yes. Paste an Anthropic key in settings and every AI feature is free. The key stays on your device.

When do iPhone, Android and Windows arrive?

Mac ships first in December 2026. iPhone follows in January 2027, then Android and Windows, then a web player for shared courses.

Where is my data stored?

Your courses and progress live on your device and sync through Felt's EU servers when you sign in. Nothing is sold or used to train models.

Can I cancel any time?

Yes, in one click, and your courses stay with you on the free plan.