🚀 YouTube Outlier Finder

About this tool

An outlier score is a video's views divided by its channel's median views. A 40,000-view video is unremarkable on a channel that usually gets a million — and a phenomenon on a channel that usually gets 4,000 (a 10× outlier). Outliers are the closest thing YouTube research has to proof: a real audience, on a real channel of reachable size, demonstrably wanted that topic far more than that channel's average topic.

The strategy is not copying — it is validated borrowing. Scan channels two to ten times your size in your niche, collect every video above 3×, and the list you end up with is a month of topics the market has already tested for you. Make your version with your angle, your examples and your voice; the topic's demand is proven, the execution is yours. The manual calculator exists because scores matter in one-off checks too — a screenshot, a hunch, a video someone sends you.

How to use it

1. Paste a channel from your niche (2–10× your size is the sweet spot) and press Scan.
2. Read the median first — it is the channel's true normal, then look at everything 3× and above.
3. Copy the top outliers into your ideas list; note the shared pattern in their titles.
4. No channel handy? Use the manual calculator with any video's views and its channel's typical views.

Tips from real creator workflows

• A 10× outlier on a tiny channel (median 200 views) is weaker evidence than a 4× on a channel with a 40k median — weight by the base.
• Outlier topics decay: a breakout from this quarter is a live wave; from three years ago, it is history. Prefer recent scans.
• Two outliers on the same topic from different channels = the strongest signal this tool can give you. Film that topic.

Frequently asked questions

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