Free YouTube Comment Analyzer — Transcript & AI Themes

Analyze any YouTube video for free. Get the full transcript, every comment ranked by likes, and AI-powered audience themes — no login required.

How it works

  1. Paste any Youtube URL
  2. AI extracts content, comments, and engagement data
  3. Comments clustered by theme, weighted by engagement

Frequently Asked Questions

What does the YouTube Video Analyzer do?

It extracts the full video transcript (captions), all comments sorted by likes, and uses AI to cluster audience reactions by theme — showing you what viewers really think about the content.

Is it free?

Yes, completely free. You can analyze up to 3 videos per hour without signing up. Create a free account for unlimited analyses.

How is this different from reading YouTube comments?

We rank comments by engagement, cluster them into themes, and analyze them in the context of the video transcript. A comment saying "this part was wrong" gets linked to what the creator actually said.

Does it work with YouTube Shorts?

Yes — paste any YouTube URL including Shorts, regular videos, and embedded links. We support all YouTube URL formats.

Can I get the transcript?

Yes — we extract the full auto-generated or manual captions. You can read the complete transcript and see how specific claims triggered audience reactions.

Free tool by CrowdListen — AI-powered audience intelligence.