Built for Podcasters on YouTube

YouTube Comment Analysis for Podcasters

Your listeners leave gold in the comments — episode requests, guest suggestions, topic ideas, and feedback. CommentsOwl extracts the signal from the noise automatically.

The problem with YouTube comments at scale

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Episode ideas are buried in comments

Hundreds of comment threads contain guest suggestions and topic requests. Manually reviewing them every week is a full-time job.

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Knowing which episodes resonate is hard

Not all episodes perform equally. Sentiment analysis shows you which episodes sparked the strongest positive reactions — and why.

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Guest outreach needs data

When you reach out to a guest, having audience data about engagement and interest in their topic makes the pitch more compelling.

How CommentsOwl helps podcasters on youtube

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Guest wishlist extraction

Find the most requested guests across your last 50 episodes. Prioritise outreach based on real audience demand.

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Episode performance review

Compare sentiment across your most and least popular episodes. Understand what makes your best episodes work.

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Listener question compilation

Pull the top questions from recent episodes and turn them into a listener Q&A episode or newsletter segment.

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Sponsor audience reports

Show podcast sponsors that your YouTube audience is engaged, using AI-analysed comment sentiment as evidence.

Everything inside CommentsOwl

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Sentiment analysis

Positive / neutral / negative breakdown across all comments

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Question extraction

Surface every question your audience is asking

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Content ideas

AI-generated video ideas grounded in real comment data

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Superfan detection

Identify your most loyal and engaged commenters

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White-label PDF reports

Branded reports for you or your clients in one click

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Owl-Chat

Ask anything about the comments in natural language

"I booked three new guests just by running CommentsOwl on my top 10 episodes and finding who my audience mentioned most."

— Business podcast host

Start understanding your audience today

Free to start. Paste any YouTube URL and get AI insights in 30 seconds.

Try CommentsOwl free →