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Youtube comment analysis
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Robbi White๐ 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. -
Process YouTube playlists faster โ extract signal without watching every minuteOpen
TubeYakker matches how I already use YouTube. Saving things for later and processing them bit by bit. The UI is pretty minimal, which I like, though it took me a minute to understand the intended workflow. Keep it up ;-)
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An amazing app, I love the share feature and the comment section summaries
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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?
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Fantastic tool that i use for my market research. I usually export the marketing report directly from the tool and send it to my clients, it's the best!
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Summarize any YouTube video, any size, under 30 seconds, for free.Open
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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.
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I've tried several Youtube summarizers and this is...by far...the best.
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Well, it is not that good as expected It only transcribes the outline of the video. Don't expect the notes from the website I think the paid versions work better than this and it just gives you the outline. That's it

