When to use it
Use this when a video contains a durable lesson, framework, example, objection, or decision model worth making searchable.
Template guide
Source-backed lesson page template
Use this template to turn one educational video into a lesson page with source citations and evidence gaps. Send one strong source and get a manual review grounded in real videos, not guesses.
For proof-of-work creators
Manual review from source material
Built for applied product decisions, not generic summaries
Last updated: May 9, 2026.
Copyable structure
Lesson title, source-backed thesis, key ideas with timestamps, examples, where it fits, what action it unlocks, related questions, and missing evidence.
Evidence rule
Unsupported claims should be marked as needs source until a timestamped passage or source excerpt is attached.
Source-evidence note
A channel name, YouTube title, or URL is not enough. A URL identifies a video. It does not prove the lesson inside it. Useful reviews need a real channel name, source title or URL, the audience outcome or context, and the exact lesson, framework, question, decision model, or timestamped passage being referenced when available.
Free manual review
Free YouTube Product Opportunity Review
Send the channel, one real source URL, and the question behind the request. The reply will focus on the clearest product angle we can defend from the source material.