Laid out for you like a publication, by someone who has done the reading. For channels up to 50,000 comments, we read every public comment and count from it. Above that, we read a sample drawn across every video, and say so on every page.
the reading
For channels up to 50,000 comments, we read every public comment and count from it. Above that, we read a sample drawn across every video, and say so on every page. Then we count what is there and lay it out. Not a summary. Not a score. What is actually there, in your own numbers, in the words your audience left. So you can stop wondering about the things that have answers, and get back to the work only you can make.
IIdentitythe mirror
What am I actually known for?
We call this the gap mirror. How you describe your work, held next to how your viewers describe it. The words in your bio, next to the words hundreds of people actually use in your comments. They are almost never the same words.
The chapter puts your About text on one side and their words on the other, counted: what they say you are, the phrases they repeat, the videos you are most watched for, the most liked comment we read. Every number opens to the comments it was counted from. Where the data points somewhere, an option sits underneath. Yours to take or leave.
IIAudiencethe rooms
Who is actually in the room?
Not a follower count. The groups who actually show up, sorted by what they write about, each with their own words as the receipts. How many people are in each, where they comment, and how that changes month by month. And the regulars: the people who come back, video after video.
There is research on why this chapter surprises people: a creator’s sense of their own audience is largely self-projected. The groups replace the projection with the people.
IIIRequeststhe ask
What do they keep asking me for?
The comments that ask you for something, counted across your whole channel and over time, word for word. What the requests are about, which videos they land on, and the most liked ones in full. When a request matches a video you have already made, the chapter says so.
IVContentthe ledger
That one landed. That one didn’t. What was different?
The case file on your own library. Two videos of the same length, published within a year of each other, one with far more views, set side by side with their titles and thumbnails. Never a raw view count pretending to be a verdict. Plus, if you make series, how they hold up after Day 1. How each length of video tends to do, wherever you have made enough of them to tell. It reads like a case file because it is one: the evidence laid side by side, so you can see what differs for yourself.
VPlatformsthe map
What have I already made that’s ready to go somewhere new?
A field report, not a growth plan. Videos you’ve already made that are short enough for each platform, ranked by how they did on YouTube. Start there, before you film anything new. The rules come from each platform’s own help pages, with the date we checked. And rented and owned: the audience a platform can show or hide from you, next to the places you own. Which videos already fit each platform, and the sites you already own. Nothing here promises reach. It reports what fits, from your own library. Work smarter, not harder.
VIArchivethe receipts
Can I see it for myself?
All of the comments we read, searchable in the words people actually used. Sort by most liked or newest, filter by group. Nothing in the other chapters asks you to take our word for it.