Feature Hub

Research tools for YouTube ranking and frictionless reading.

Workspace Features

Compare YouTube search results by like rate, filter them by views and duration, and sort the ranked list without leaving the page.

YouTube Discovery Dashboard

Rank videos by engagement quality, not just volume.

Compare search results using like rate, minimum views, and duration filters so the search starts with stronger candidates instead of raw popularity alone.

Primary signal Like rate
Refine by Views + length
Best for Topic research
Filter noisy results Set a view floor before ranking so weak samples do not dominate the list.
Control format bias Use duration bounds to compare shorts, explainers, and long-form videos separately.
Sort where it matters Reorder by title, uploader, views, likes, rate, or duration directly from the results grid.

Ranked Results

The desktop view shows a sortable table. On mobile, the same data is reformatted into readable cards.

Status Awaiting search
No results yet

Run a search to load ranked videos based on the filters above.