We predict comment
sections before they exist.
The Sidemen dropped a video with F1 star Lando Norris. The same day, before reading a single comment, our panel of 16,191 real fans wrote its forecast of the comment section to disk: how many would love the guest, how many would complain, what they'd ask for next. Then we read all 1,275 comments and graded ourselves.
Locked at 23:08. Graded by midnight.
Four measurable predictions about a comment section that didn't exist yet, each a share of what fans would actually post. Grey is what really happened, orange is what we called in advance:
It reads the cut like a fan. And catches the flop.
A month earlier the Sidemen uploaded a video that looked like a guaranteed banger on paper — big-concept challenge, full cast, main channel. The comment section turned on it: one team stopped trying, one member got left waiting, and fans were furious. Could anything have seen that coming?
approval predicted. The premise is genuinely great — every concept-level read greenlights it.
red flag. The engine audits the footage like a viewer: who drives, who coasts, who gets a rough deal.
approval across 5,071 judged comments — one of the channel's worst-received videos in months.
What our audit of the cut flagged, before any fan saw it: “the outside teams frequently stall… members waiting 10–20 minutes between clues, largely in isolation, sometimes ignored… a clear disparity in urgency.”
What fans posted hours later: “This had so much potential… too bad one team didn't bother trying at all. Ruined the video.”
Same complaint, word for word — except one of them was written before upload, while there was still time to recut, retitle, or hold the video. That's the product: the comment section, delivered early enough to act on.
Real fans, distilled. Then pointed at your next upload.
No demographics, no guesswork. The panel is built from what this exact audience has actually written — hundreds of thousands of their real comments, distilled into 249 living segments. Show it a concept, a cut, or a brand integration and every segment reacts in character. Their answers are calibrated against the channel's own measured history, so the output isn't a vibe — it's a number with a track record.
Test the video before you upload it.
Every upload is a bet — on a concept, a guest, a sponsor, an edit. Right now the first feedback arrives when it's too late to change anything. Our panel gives you the comment section a day early: within striking distance on the calls that landed, and loud about the one that wouldn't. The fans already know. Ask them first.