YouTube Intelligence · Method notes
Useful evidence needs visible limits.
These notes explain what the benchmark observes, how category figures are reported, and what public YouTube data cannot establish.
The source
Verified public channel and video statistics.
Published benchmark pages read from a verified cohort edition. GoPoint does not substitute sample figures when a verified edition or category aggregate is unavailable.
Public observations include uploads, views, visible likes, and comments. Videos less than 30 days old are excluded from performance metrics because they are still gathering views.
How results are shown
Ranges for peer context, not a leaderboard.
Category pages show the 25th percentile, median, and 75th percentile where appropriate. Industry-level engaged reach uses a view-weighted aggregate. Company names, handles, ranks, and per-company figures remain private.
Engaged reach is descriptive. It identifies views on videos meeting the published visible-engagement threshold; it does not prove that the video caused a business result.
What public data cannot show
No inference beyond the evidence.
Public data cannot reveal impressions, click-through rate, spend, paid versus organic views, watch time, retention, traffic sources, demographics, pipeline, or buyer intent. Private analytics can add context in a paid engagement, but the public benchmark does not estimate those values.
Using the benchmark
Start a better review.
Use category distributions and channel observations to identify formats, topic gaps, and performance patterns that deserve closer human review. They are not targets, guarantees, or causal claims.