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Features / Outlier research guide

Study an unusually strong upload

Compare supplied upload examples with a channel baseline, record questions about their structure, and prepare a brief for your next review.

Study the signal, then the structure.

  1. 01

    Signal: Compare public views across uploads of similar age. Use your own YouTube Analytics for private watch-time or retention questions.

  2. 02

    Story: Break the high-performers into hook, thumbnail, and narrative building blocks.

  3. 03

    Review: Write a brief that records the examples, your observations, and the change you want to test next.

Start with available evidence.

Explore the public niche snapshots to study available breakout examples. The former Outlier Finder route now opens o1; bring your own evidence and question there rather than expecting a separate live finder.