Content Lab
Compare videos by reach, retention, engagement, subscriber conversion, and whether they were promoted.
| Video | Views | Watch hrs | Subs + | Subs / 1K | Avg % viewed | Stayed | CTR | Engagement | Score |
|---|
Channel overview
A practical view of reach, watch time, subscriber quality, and repeat audience behavior.
Daily views
Subscriber acquisition
Audience
Focus on whether people come back, not just whether they click once.
New vs returning views
Subscriber sources
Separates advertising-driven growth from organic subscription behavior.
Sources
Strategy Engine
Surfaces patterns worth testing. It intentionally discounts videos we know were promoted.
Best organic opportunities
High reach, weak conversion
Category snapshot — unpromoted content
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