Outlier Gate
YouTube Pattern Cloud
Validate video ideas before production. This gate detects outlier geometry, retention contract integrity, and semantic density.
This tool runs 4 hard gates: Outlier Validation, Click Motive Sharpness, Retention Contract Check, and Semantic Density. No LLM. Deterministic. Cheap.
Frequently Asked Questions
What is an outlier video?
An outlier video is one that significantly outperforms the channel's typical content—specifically, at least 5x the median view count of the creator's last 20 uploads. This indicates the video escaped the existing audience and reached new viewers.
What does REJECT mean?
REJECT means the video pattern failed a critical gate. The data suggests this format has a high probability of underperforming. Do not invest production time in this video.
Why no optimization tips?
This tool is a fiduciary gate, not a coach. Its job is to say no when the risk is too high. If you receive REJECT, the correct action is to find a different video idea—not to optimize a fundamentally weak pattern.
Does this guarantee virality?
No. A GREEN-LIGHT means the investment is rational based on pattern geometry. It does not guarantee success. Many factors outside pattern analysis affect performance.
Do you store transcripts?
No. Transcripts are processed in memory and immediately discarded. We do not store, log, or retain your script content.