Outlier Finder
YouTube Outlier Finder: Spot Viral Videos Early
Outlier Finder scores every video by how hard it overperforms its own channel, not raw views. Surface 10x–100x breakouts in your niche, ranked by momentum, while they're still climbing.
Features
Find what's going viral before your competitors do.
Outlier scoring
Every video gets a multiplier showing how far it beats its channel's typical performance. A 10x outlier is a real signal. 100K views on a giant channel isn't.
Breakout detection
We flag videos breaking out right now using view velocity, so you catch a format while it's climbing, not after it's saturated.
Freshness filters
Filter to the last week, month, or 6 months. Fresh outliers are still relevant; two-year-old ones are already overdone.
True channel baselines
Measure each video against its channel's own median, the way the pros define outliers, with subscriber count taken out of the equation.
How it works
Three steps from idea to publish
Search your niche
Enter a keyword. We pull live YouTube results, constrained to the upload window you choose.
Rank by outlier score
Results sort by multiplier and velocity, surfacing breakouts first. Filter to Strong, Viral, or Breakouts only.
Measure & model
Get true scores measured against each channel's average, then model the winning title, thumbnail, and concept.
Use cases
Built for these jobs
Discover trending YouTube video ideas that are already gaining traction. AI-powered niche research and competitor analysis in one tool.
Analyze competitor YouTube channels and videos. Discover what's working, identify content gaps, and find topics ready to be claimed.
Find YouTube outlier videos performing 10x–100x above their channel's average. Spot breakouts early with outlier scores, velocity, and freshness filters.
Frequently asked questions
What is a YouTube outlier?
How is the outlier score calculated?
Can I filter outliers by date?
How is this different from sorting by views?
Recent updates
Full changelog- v2.9.0Recent breakouts first
Results now favor what's working on YouTube right now: most slots go to videos from the last 6 months, and the default sort weights recency, while each channel's all-time classics stay visible and clearly labeled.
- v2.8.0True outliers, even when titles don't match
Search results now include each channel's biggest outliers even when their titles share no words with your search, and the index refreshes view counts twice a day.
- v1.1.0Outlier Finder
Surface videos performing far above their channel's own median: true outliers, not just high view counts.
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