Video comprehension assessment.

AI-generated questions and assessments from instructional video.

Month-long buildSteady — one deal per month

Why now

Online courses are passive. Assessment-in-video drives retention + outcomes.

Repos with video-transcription libraries, question-generation models, and LMS integration adapters.

We name publicprojects + categories only — never founders we track inside the paid product. The buyer’s edge stays inside the product.

A passive YouTube playlist with no checkpoints.

Wedge with online educators + creators. The moat is question quality + LMS integrations.

Personalized tutor LLMs — 1:1 LLM tutors specific to a subject and a grade level.
Classroom AI policy compliance tools — Tools that help schools enforce AI-use policies — detect, allow, log, train.
No-code curriculum builders — Drag-and-drop curriculum building for teachers + tutors + creators.
Language learning with voice clone — Practice conversations with AI-voiced native speakers across accents and registers.

EdTech · sub-niche

AI-generated questions and assessments from instructional video.

Month-long buildSteady — one deal per month

Online courses are passive. Assessment-in-video drives retention + outcomes.

Repos with video-transcription libraries, question-generation models, and LMS integration adapters.

We name publicprojects + categories only — never founders we track inside the paid product. The buyer’s edge stays inside the product.

A passive YouTube playlist with no checkpoints.

Wedge with online educators + creators. The moat is question quality + LMS integrations.

Personalized tutor LLMs — 1:1 LLM tutors specific to a subject and a grade level.
Classroom AI policy compliance tools — Tools that help schools enforce AI-use policies — detect, allow, log, train.
No-code curriculum builders — Drag-and-drop curriculum building for teachers + tutors + creators.
Language learning with voice clone — Practice conversations with AI-voiced native speakers across accents and registers.