💬 YouTube Comments Analyzer
Paste any YouTube video URL to instantly analyze audience sentiment, discover content ideas from questions, find your top fans, and get AI-powered insights into what your viewers really think.
Mine your comments for content ideas and feedback
Your comment section is the cheapest, most honest market research you will ever get. Buried in it are the questions your audience wants answered, the objections holding them back, and the exact phrases they use — all of which make brilliant fuel for your next video.
This analyzer reads through your comments and surfaces the themes, recurring questions and sentiment, so you can turn raw feedback into a content plan instead of scrolling endlessly and forgetting what you saw.
How to use this tool
- 1
Load your comments
Connect or paste the comments from a video you want to analyse.
- 2
Review the themes
See the recurring questions, topics and overall sentiment at a glance.
- 3
Extract content ideas
Turn the most common questions directly into your next videos.
- 4
Act on sentiment
Notice what people love and what frustrates them, and adjust accordingly.
How the result is calculated
Comments are fetched from the video, then a language model groups them by theme and assigns sentiment. The output is a summary of what the model found, not a count produced by a keyword list.
Sentiment is assigned per comment and aggregated. Sarcasm, in-jokes and community-specific language are exactly where automated sentiment is least reliable, and comment sections are full of all three.
How to read the result
The themes are more useful than the sentiment split. "Twelve people asked the same question" is actionable; "78% positive" rarely is.
Read a handful of the raw comments behind any theme before acting on it. The grouping is a shortcut, not a substitute.
What this tool cannot tell you
- —It reads the comments the API returns, which is not always every comment, and held or filtered comments are invisible to it.
- —The people who comment are a small and unrepresentative slice of the people who watched.
- —Sentiment on short comments is unreliable — "insane" is praise or criticism depending on context the model may not have.
Tips & best practices
- ✓Recurring questions are gold — each one is a video your audience has literally asked for.
- ✓Use your viewers' own wording in titles and hooks; it resonates because it is their language.
- ✓Watch sentiment shifts across uploads to catch problems before they cost you subscribers.
- ✓A single confused comment might be an outlier; ten of the same are a content brief.
- ✓Reply to the questions you turn into videos — it closes the loop and rewards engagement.
Frequently asked questions
How do comments help me make better content?+
They reveal exactly what your audience wants to know and how they talk about it. Recurring questions become video topics, and their phrasing improves your titles and hooks.
What is sentiment analysis?+
It gauges the overall emotional tone of your comments — positive, negative or mixed — so you can quickly sense how a video landed without reading every single reply.
Can this help me grow?+
Indirectly but powerfully. Making the content your audience is actively asking for improves relevance, watch time and loyalty — all of which drive growth.
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