Start with retrieval jobs
People return to an archive to find a framework, compare options, remember a process, revisit an example, or answer a recurring question.
problem
Organize educational YouTube videos around what people need to find
Organize educational YouTube videos around source-backed lessons, frameworks, paths, examples, and audience questions.
Then map source evidence
Each product page should have a source title, URL, and the exact lesson or timestamped passage that supports it.
Build a small proof first
The safest first step is a 2-5 hour proof build that shows the structure before scaling across the entire archive.
Source-evidence note
Source-evidence note: creator-specific claims require a real channel name, source title, URL, source type, publish date when available, and the exact lesson, framework, question, decision model, or timestamped passage being referenced.
Free manual review
Free YouTube Product Map Review
Send the channel, one real source URL, and the question viewers keep asking. The reply should reference the actual video, playlist, lesson, or framework you submit.