1
Fetch recent comments
We securely fetch a slice of public comments for the video through the YouTube Data API – no channel access required.
Free YouTube Comment Analyzer
Paste any video link — get sentiment, topics & unanswered questions in seconds. No signup.
✨
What this free tool does
See the story behind
every batch of comments
Under the hood it runs the same AI stack that powers the main engage suite product – just capped to a small slice of comments.
01
Sentiment analysis
We tag each comment as positive, neutral or negative so you can see the emotional pulse of a video at a glance.
02
Question & “needs reply” detection
Questions are surfaced, prioritized and marked when they haven’t received a creator reply yet.
03
Topic clustering
Comments are grouped into topics so you can turn recurring themes into new videos, offers or community posts.
How this YouTube comment analyzer works
From raw comments to a clean, AI-friendly summary in three short steps.
2
Run AI analysis
Our models tag each comment with sentiment, category, priority and topics so you can see patterns instead of raw noise.
3
Review and act
Use the table filters to focus on questions, criticism or high‑priority threads and decide what to answer or build next.
Free comment analyzer FAQ
A quick primer for search engines and humans.
Is this really a free YouTube comment analyzer?
Yes. This page is a free demo of the engage suite comment analysis engine. You can run it on as many public YouTube videos as you like, up to 50 comments per analysis.
Do you store my comments or video data?
For this public tool we access comments read‑only through the YouTube API and discard them after the analysis. If you sign up, your workspace keeps a historical view for your own channel.
What’s the difference between this and the full engage suite platform?
The full product connects directly to your channel, analyzes all videos on a schedule, tracks engagement health and can draft AI replies that match your tone of voice across hundreds of comments.
Is this YouTube comment analyzer safe for my channel?
Yes. We use the official YouTube API and only request read‑only access for this free tool. We never post anything on your behalf from this page.
We're preparing your analysis
Fetching comments from YouTube…
This usually takes 15–60 seconds