YouTube Comment Summarizer
Thousands of comments, read for you: the mood, the corrections, the argument everyone is having.
Try one
Why use this YouTube Comment Summarizer
The mood, quantified
Whether a comment section is grateful, split or angry is the first thing you want to know and the last thing sorting by Top tells you.
Corrections surfaced
The most useful comment on a technical video is usually someone fixing an error at 4:12. Those get pulled out.
What people disagree about
Disputes are grouped by what they are about, so you can see the two sides instead of scrolling past both.
Export to CSV
Take the raw comments with likes and reply counts into a spreadsheet and do your own counting.
Who it is for
Creators
Find the request that keeps coming back before you plan the next video.
Product and research
Read a review's comment section as feedback on the product, not on the reviewer.
Before you trust a tutorial
Check whether the comments are thanking the author or warning about step four.
How to use YouTube Comment Summarizer
- 01
Paste the video link
Any public YouTube URL. The comments are fetched most-liked first.
- 02
Read the digest
Mood, recurring themes with counts, then corrections and open questions kept separate.
- 03
Check it or export it
The comments are listed underneath, and the whole set exports as CSV.
The comments are the other half of the video
On anything technical, instructional or contested, the comment section is where the video gets corrected. The version number that changed, the step that no longer works, the claim three people disputed with sources — none of that is in the video, and all of it is in the first hundred comments.
Scrolling for it does not scale. This reads the comment section and gives you the shape of it: what the discussion is about, which themes keep recurring and how often, and — kept separate on purpose — the corrections and the questions nobody answered.
Structure first, then the receipts
A list of comments is what every exporter already gives you, and it answers nothing. The digest sits on top: a paragraph on the mood, three to five themes with a rough count each, and a short list of disputes. It is the part that tells you whether you need to read further at all.
The comments themselves are listed underneath, most-liked first, so every line of the digest can be checked against what people actually wrote. Nothing is quoted that is not in the list.
Export for research, moderation and product work
One click gives you a CSV with the author, the text, the like count, the reply count and the age of each comment — ready for a spreadsheet, a notebook or a tagging pass. Researchers use it for sampling, creators use it to find the questions worth a follow-up video, and product teams use it the way they use app-store reviews.
Because it runs on the same page as the transcript and the summary, you can move between what was said and what the audience said about it without opening a second tool.
What it does not do
It does not read every comment on a video with a million of them; it takes the most-liked ones, which is the closest thing to what the audience collectively agreed with. It does not invent conflict either — if nobody disagreed, the disputes list comes back empty rather than padded.
Comments are available for YouTube today. TikTok and Instagram expose comment APIs too, and those are the next ones to land.
Frequently asked questions
Read a comment section in a minute
Paste the video link and the digest comes back with the transcript.
Summarize comments