YouTube Comment Analyzer

Structured reports on sentiment, themes, and audience questions—from top YouTube comments, without scrolling thousands of replies.

watch?v=, youtu.be, Shorts, embed, or the 11-character ID — public videos with comments enabled.

From video link to comment analysis in three steps

01

Paste the video URL

Any public YouTube video with comments enabled. Watch, Shorts, youtu.be, or video ID above.

02

Read the audience report

Top comments load while a streaming AI report covers sentiment, recurring themes, questions viewers asked, and names or products they kept mentioning.

03

Act on what you learn

Copy the analysis, verify quotes against the live comment list, and plan replies, follow-up videos, or team briefs from what viewers actually said.

What you'll get

An audience read from real comments—not what the creator said in the video.

Sentiment & themes

Overall mood plus grouped praise, complaints, and recurring topics—see how viewers reacted without reading every thread yourself.

Audience questions mined

The questions viewers actually asked in comments—your most reliable source of FAQ content and ideas for the next upload.

Mentions & name-drops

Products, creators, and references the audience kept bringing up—useful for trend-spotting, partnerships, and competitive reads.

Live comment list

Top comments stay visible alongside the report—confirm a sentiment, sort by recency, or grab a quote verbatim before you reply.

Read what viewers said back

Post-publish audience read

Skip the scroll on your latest upload—get top praise, recurring complaints, and the overall mood in seconds instead of an hour in the reply section.

Mine your next video idea

Surface the most-liked questions in the comments and turn them into your next title—the audience already told you what they want explained.

Track campaign sentiment

Read how viewers responded to a launch, controversy, or sponsored piece—the reaction in comments, not just view counts on the dashboard.

Spot what they keep mentioning

See which products, channels, or competitors viewers name-drop across a thread—signal for research, positioning, and sponsor pitches.

Frequently asked questions

How is Comment Analyzer different from Comment Extractor?
Comment Extractor pulls the raw comment list. Comment Analyzer adds a structured AI report on top—sentiment, themes, audience questions, and mentions.

How is Comment Analyzer different from Video Summary?
Summary tells you what the creator said. Comment Analyzer tells you what the audience said back—the response, not the broadcast.

Which YouTube videos can I analyze comments on with this tool?
Any public video with comments enabled. If comments are turned off, hidden, or the video is private, the tool tells you upfront instead of returning an empty report.

Can I trust the sentiment read in the AI report?
Treat it as a fast first read, not a final verdict. The comment data is real; the AI condenses tone and themes—sanity-check against your own knowledge for sensitive calls.

How many comments does the analyzer include in its report?
The top comments by likes and recency. Heavy threads are sampled rather than exhausted so the report stays fast—re-run the same link later as more replies roll in.

Continue working with this video

Same YouTube video, same link—pair audience reads with content and transcript tools.

Comment Extractor

Pull the raw top comments list to verify quotes or export for your own analysis.

Video Analyzer

Decode hook, pacing, and beat structure from the video viewers were reacting to.

Video Summary

Skim what the creator said before you act on what the audience replied.

Transcript Generator

Pull the full timestamped transcript behind the video in the comment thread.