What are 50,000 of your viewers actually asking?

Creators publish content, read a handful of comments, and move on. But buried in thousands of comments is some of the most valuable audience research available anywhere — questions people keep asking, frustrations that keep surfacing, topics they're desperate for more of.

What you get

Ingests large volumes of YouTube comments, generates semantic embeddings, clusters them by meaning, and runs an insight agent over the clusters to surface actionable findings.