Free to try

YouTube Comment Analyzer

Mine the comments on any YouTube video for sentiment, recurring themes, audience questions, and product mentions — all in a streaming AI report.

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

Overview

YouTube Comment Analyzer: read the room without scrolling 5,000 replies

YouTube Comment Analyzer pulls the top comments from any public YouTube video and turns them into a structured AI report. Drop in a watch URL, Shorts link, or 11-character ID and within seconds you see sentiment, recurring themes, the questions viewers actually asked, and the products, channels, or names they kept mentioning.

It is built for the moment after publish — when scrolling 500 comments is the difference between a real audience read and a vibes-only guess. The full comment list stays available too, so you can verify a quote, sort by recency, or pull a specific reply for your reply-back. Past analyses are saved per video, ready to revisit when you write the next one.

Features

Comments plus an AI read, ready in seconds

Built for creators reading the room after publish, marketers tracking campaign response, and brands monitoring sentiment on videos they care about.

Structured report

Best
Themes + sentiment

AI groups comments by theme and sentiment so you see overall mood, top praises, top complaints, and the recurring topics worth replying to.

Audience questions

Question mining

Surfaces the questions viewers actually asked — your most reliable source of next-video ideas and FAQ content for your channel.

Brands, products, names

Mentions

Pulls out specific products, creators, and references the audience kept name-dropping — useful for trend-spotting and partnership research.

Verify any quote

Live comment list

Every top comment stays accessible alongside the analysis, so you can confirm a sentiment, sort by recency, or grab a quote verbatim.

How to Use

Mine any video's comments in three quick steps

01

Paste the video

Drop in a YouTube watch URL, Shorts link, youtu.be link, or the 11-character video ID.

02

Read the audience read

Comments load while a streaming AI report covers sentiment, themes, and audience questions.

03

Action the takeaways

Copy the analysis or specific comments — answer questions, plan a follow-up, or brief the team.

Use Cases

When the comments are the story

Post-publish read

Skip the scroll on your latest upload — get the audience read, top praise, and recurring complaints in seconds.

Next-video ideas

Mine the questions viewers actually asked and turn the most-liked ones into your next video.

Sentiment monitoring

Track how an audience or community feels about a campaign, controversy, or product launch on any public video.

Campaign feedback

Marketing teams can read every campaign video the same way — what landed, what missed, what to test next.

Product research

See which products, channels, or creators viewers mention to spot what your audience already loves.

Sponsor proof

Pull genuine viewer love-letters as a case study when pitching brands — comments beat raw counts.

FAQ

Frequently Asked Questions

How is this different from Comment Extractor?

Comment Extractor pulls the raw comment list. Comment Analyzer pulls the same data and adds a structured AI report — sentiment, themes, audience questions, and mentions — on top.

How is this 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.

Can I trust the sentiment read?

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

What if comments are turned off?

Without comments there is nothing to analyze. The tool tells you up front when comments are disabled, hidden, or the video is private.

How many comments are analyzed?

The top comments by likes and recency. Heavy threads are sampled rather than exhausted, so the report is fast — paste the same link later for a fresher read as more comments roll in.

Is YouTube Comment Analyzer free?

Yes — there is a generous free tier for everyday research. Heavier workloads can upgrade to a paid plan when you need it.