Start with a clear question
Review a new upload, a series, or a comparable publishing period. Note what is included before comparing results.
A comment section tells you what viewers ask, misunderstand, and want next. ANTRAMIC helps you organize that feedback from your authorized channel and read the evidence behind a summary.
Review synced comments with their video context. Questions, themes, and sentiment labels give you places to start; the original comment helps you judge whether a pattern matters.

Use the available evidence to choose a small next step. Comment analysis helps organize feedback; it does not predict views, revenue, or audience behavior.
Review a new upload, a series, or a comparable publishing period. Note what is included before comparing results.
Open the comments behind a theme. Check replies, jokes, language, and outliers before treating the summary as a content brief.
Clarify a description, answer a recurring question, or plan a follow-up. Compare later outcomes with the platform’s own analytics.

Audience Demand brings recurring requests and content context together. The wider OS also includes Smart Links and creator profiles, with Creator Memory rolling out to eligible workspaces.
YouTube is the authorized foundation. Instagram and X remain limited pilots. Clips, publishing, and commercial matching are planned.
Content and comments available from a channel you are authorized to connect. Access depends on the account, platform permissions, returned data, and rollout stage.
Read connection questions →As an AI-assisted interpretation. Sarcasm, slang, short replies, and mixed reactions need closer reading. A label is not a fact about the person who wrote the comment.
Explore sentiment with context →Compare source evidence, permissions, and the creator tasks each tool supports before choosing a product.