Incubics

Studios

Education Apps

Education Apps is the studio for the student. It starts with an AI tutor and with content creation — the explanation, the example, the worksheet — and it does not stop there. A teacher still approves what the student sees.
Illustrative footage, Mixkit. Not a piece we have released.

Problems

What we solve.

  • A chatbot sits beside the course and is not the lesson the student is on.

    The tutor explains the stuck step from that lesson. Practice and checks follow the skill, not a random quiz.

  • The study path ignores what the student already missed.

    A study-path model chooses what to revise from the misses. A teacher can still change it.

  • A student sees a draft explanation, or a video nobody has watched.

    Our team makes the videos and the content. A teacher approves what a student sees.

Tech stack

What we build on.

The same open and paid models as the other products, inside an app. A teacher approves the path and the cut.

  • Llama
  • Mistral
  • Qwen
  • OpenAI
  • Anthropic
  • React
  • Python

Llama mark via selfh.st, CC BY 4.0.

What the studio does

The app is a set of models with one student in mind. Each model has a job. The tutor explains the step the student is on. The lesson turns an approved source into study material. Practice drills the skill. Check tests it. The study path chooses what to revise next.

Around those sit revision, doubts, reading level, language and the view a teacher has of the class. None of them are an open chat. A teacher, or the person who owns the curriculum, approves lessons, questions and explanations before a student depends on them.

The teacher approves

Approval is a state, not a mood. A lesson, a question, an explanation or a spoken line is draft until the teacher clears it. The student does not see the draft. If the source changes, the cleared piece goes back to draft.

The teacher can see what the student asked and what the model answered, inside the lesson. They can pull a line, rewrite it, or send the student back to a person. The model does not outrank the teacher.

AI tutor

The student asks about the step they are stuck on. The tutor explains that step, at their level, from the lesson they are in. It can give a hint before the full explanation. It uses the source the teacher approved. It does not open a new topic because the question wandered.

A doubt is the same tutor on a specific line, example or question. The answer stays on that line. The teacher can read what was asked and what was said, pull a line, or send the student to a person.

If the question is outside the lesson, the tutor says so and points to the path you set: the teacher, the next class, the office hour. It does not improvise a syllabus. Spoken, it uses Conversation, and only the lines a teacher has approved.

Content creation

Content creation is how the study material gets written. A syllabus, a checked chapter or a note the teacher already trusts becomes an explanation, a worked example, a short lesson, a worksheet, and a set of questions. It is not a chapter pasted into a chat window, and it is not the article and campaign work of Content Studio.

When the source is a scan or a photographed chapter, Documents reads it first and a person checks the reading. The lesson is built from that checked text. A student never studies a transcript nobody has looked at.

  • An explanation of the topic, at the reading level you set.
  • A worked example, then the skill the student has to show.
  • A worksheet or a class set the teacher can assign.
  • Questions for practice and for a check, with a key the teacher has seen.
  • The same piece rewritten for a lower or a higher reading level.
  • The same piece in a language you allow, reviewed by someone who can read it.
  • Revision notes drawn only from lessons already approved.
  • A spoken version, through Conversation, after a listen.

Nothing in that list reaches a student as a draft. The teacher, or the person who owns the curriculum, clears it first. If the source changes, the piece goes back to draft.

Videos and content

The education product also needs pictures that move. Our team makes those videos and that content: a lesson on screen, a worked example, a short explanation the student can watch. The same teacher who clears the written lesson clears the cut. A student does not see a draft.

Ad films and movies are the same team, in AI Film Studio. An education video stays inside this product until a teacher approves it. It is not an ad, and it is not a movie, unless that is the brief.

Practice and check

Practice drills the skill from the lesson. Check tests it. Both follow what this student missed, and what this class missed, without leaving the source. New questions wait for a teacher before they go live.

A check has a key the teacher has seen. The student gets the result the key allows: what was right, what to redo, and when to stop and ask a person. The model does not invent a grade scale.

Study path

The path looks at misses and chooses what to revise next. The student gets a short plan: these two things, then come back. They do not get a new course every time they get one item wrong.

The teacher can override the plan for a class or for one student. The path is a suggestion inside the rules. It is not the curriculum.

Revision, doubts, level and language

Revision notes come from lessons already approved. A doubt is a question on a specific line, example or question, answered from that line. The same lesson can be rewritten for a lower or a higher reading level, and the teacher sees both before either is assigned.

Language support lets a student study in a language you allow. The source of truth stays the lesson the teacher approved. A translation of a lesson is reviewed the way Content Studio reviews a translation: a person who can read that language checks it before a student relies on it.

The class

Classroom sets show what the teacher assigned, what the class missed, and what is worth reteaching. The teacher sees the pattern. The student sees their own work. One student’s struggle is not displayed to the others.

A spoken lesson

When the lesson should be heard, Conversation speaks the lines the teacher approved and can listen to the student’s answer. The teacher still approves what is said. A spoken explanation is not a way around that.

Who it is for

Schools, education products and training teams that want the model with the student and the teacher still in charge. It is the wrong studio if you want a general chatbot in front of a child, or a set of citations nobody can open.

What you get

  • One subject in the first release, with the models that subject needs.
  • A teacher’s approval on lessons, questions and explanations before a student sees them.
  • An AI tutor that stays on the step the student is on, and can hint before it explains.
  • Content creation from a checked source: explanation, example, lesson, worksheet and questions.
  • Practice and a check with a key the teacher has seen.
  • A short study path the teacher can override.
  • Revision, doubts, reading level, language and a class view, as the subject needs them.
  • A spoken lesson through Conversation, and a chapter read by Documents, when the source requires them.

What we will not ship

We will not put an open chatbot in front of a student with no source and no teacher. We will not invent citations. We will not skip age, curriculum or reading-level rules. We will not show one student’s work to the rest of the class.

How it meets the other work

Documents reads the chapter. Conversation speaks the lesson. Content Studio is for pieces a person publishes, not for the student’s study material. Model Training is how a tutor for one syllabus becomes a model you own. Graphics Studio is rarely the point here. When a diagram must be drawn, it is reviewed like any other part of the lesson.

The first release

One subject. The source for that subject, checked. Usually tutor, lesson and practice. The teacher’s approval on the path to the student. Check, study path, spoken lessons and further subjects follow on the same source, each dated on its own.

Commercials

Fixed-scope student app. The fee and the date are set after we have seen the subject, the source and who the teacher is. We do not price a whole school from a single chapter.

Questions

What does content creation cover?

The study material: an explanation, a worked example, a lesson, a worksheet, questions, a reading-level rewrite, a language version and revision notes. A teacher approves each one. Articles, campaigns and scripts that a person publishes are Content Studio, not this studio.

Is the tutor a general chatbot?

No. It explains the step in the lesson the student is on, from sources the teacher approved. Outside that lesson, it sends the student to a person.

Do students talk to the model directly?

Yes, inside the app. What it may say is bounded by the lesson, the level and the teacher’s rules.

Who approves a new question?

The teacher, before it goes live. Practice can reuse what they have already cleared.

How does a scanned textbook get in?

Documents reads the chapter. A person checks that reading. The lesson is built from the checked text.

Can the lesson be spoken?

Yes, through Conversation, using lines the teacher has approved. A person can take over.

Can the tutor be a model we own?

Yes. That is Model Training beside this studio. The teacher’s approval stays.

Will student work train a shared model?

No. Lessons, answers and recordings stay in this engagement.

What is in the first release?

One subject, the source, and the models that subject needs first — often tutor, lesson and practice — with the teacher approving what students see.

Who makes the videos?

Our team. A teacher approves the cut before a student sees it. Ad films and movies are AI Film Studio.

Next step

Start with two weeks.

A fixed-fee discovery gives you a ranked use-case portfolio, a target architecture, a cost model and a build proposal you can take to your board. If we don't find a case worth building, we tell you.