YouTube audience research
Analyze the conversation under a YouTube video AnyAPI
Calculate transparent comment metrics, then review generated themes and sentiment separately. Every generated claim cites a displayed source row.
How to use YouTube Comment Analyzer
- Paste the watch URL of the video whose audience you want to read.
- Run it and let the public comment sample load.
- Open a theme to see the comments that produced it.
What comes back
- Question and term counts
- Ranked comment threads
- Themes with sentiment
- The comment behind every theme
What YouTube Comment Analyzer covers
- Accepts
- One public YouTube watch URL per run.
- Returns
- Questions, recurring terms, and themes, each cited to a comment.
- Stops at
- The sample that came back, whose row count is printed rather than implied.
Questions about YouTube Comment Analyzer
- What does it measure?
- Question and term counts, ranked threads, and themes with sentiment, each cited back to the comment it came from.
- How many comments are read?
- The public sample the request returns. The tool prints that row count rather than implying full coverage.
- Why does every theme carry a link?
- So a generated claim can always be checked against the comment that produced it.
Do it in code
The same public data runs per request through the YouTube API, priced in USD with no subscription.
More in this family: Engagement Rate Calculator, Creator Earnings Calculator, YouTube Shorts Earnings, Twitch Earnings Calculator.
Also useful here: YouTube Channel Transcripts, Brand Mention Checker, YouTube Transcript.
Everything else is on the free tools index.