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Youtube comments analysis
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Robbi White🙏 1 karmaMay 22, 2026@BeyondCommentsTried this with a couple videos and the comment insights were actually pretty useful for spotting content patterns and new ideas.
Verified tools
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Instantly analyze YouTube community sentiment and generate audience insights.OpenMost YouTube analytics tools track views and retention, but sentiment analysis could reveal why audiences react the way they do. Are creators mainly using it for content strategy or for brand monitoring? -
We've completely rebuilt our tool to match new agentic era of AI. What's new: - API & MCP (of course) - New pattern recognition engine. - Listening agents - Projects - Collections - Smart parameters - And much more.
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Summarize any YouTube video, any size, under 30 seconds, for free.Open
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- SponsorMongoDB - Build AI That Scales🗄️ Database
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Super helpful tool! Saved me hours reading comments and gave great insights. Highly recommend for YouTubers!
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Been using it for the past few days and it is exactly what I hoped it was. Nothing complicated, does exactly what it says it does without the fluff. The analysis section is great, does not produce canned summaries. It appears to be doing something different for every different type of topic, which is great. Still playing with it.
