core category

Source-backed knowledge products keep the creator's evidence attached

A source-backed knowledge product ties lessons, frameworks, examples, and decisions to the creator material that proves them.

Evidence is the product standard

If a page says the creator teaches a framework, it should point to the source title, URL, and exact lesson or timestamped passage.

Unsupported claims stay marked

When the evidence is missing, the page should say so instead of inventing confidence.

The result is more useful than a transcript

Transcripts preserve words. A source-backed product organizes lessons, frameworks, playbooks, examples, and paths.

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 Opportunity 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.