YouTube Comment Insights: Questions, Requests & Sentiment
Pricing
from $0.15 / video report
YouTube Comment Insights: Questions, Requests & Sentiment
Turn YouTube comments into audience insights: viewer questions, video requests, sentiment, feedback themes, referenced moments and top comments. Official API.
Pricing
from $0.15 / video report
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Developer
Scot C
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a day ago
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Stop scrolling through thousands of comments. Give it any YouTube video or channel and get a one-page answer to "what is my audience asking for, and how did this video land?"
For each video, it produces:
- Content requests: "please make a video on…", "can you review…", "we need a part 2". These are your next video ideas, ranked by likes.
- Top viewer questions: the questions your audience asks most, ranked by likes. Use them for FAQs, pinned comments or follow-up videos.
- Sentiment: share of positive, neutral and negative comments.
- Feedback themes: audio, video quality, length and pacing, clickbait or title, sponsors, accuracy, editing. Each comes with example quotes.
- Referenced moments: timestamps viewers keep mentioning, which show the parts that landed or didn't.
- Most-liked comments and top phrases.
- A ready-to-share Markdown report per video, plus structured JSON.
It uses the official YouTube Data API, so there's no scraping, no proxies and no blocked runs.
Who it's for
- Creators: find your next video ideas and fix what viewers complain about.
- Agencies and social media managers: produce audience reports for clients in minutes.
- Brands and sponsors: check how an audience actually reacts before you sponsor a channel.
- Researchers: compare reactions across a channel's recent uploads.
Input
| Field | Example |
|---|---|
| Video URLs or IDs | https://www.youtube.com/watch?v=dQw4w9WgXcQ, youtu.be/..., /shorts/... |
| Channels | @mkbhd, a channel URL, or a UC... ID |
| Recent videos per channel | 5 |
| Max comments per video | 500 |
| Comment order | Top comments, or newest first |
Example report (excerpt)
Tech review video, 366 comments analyzed:
- Top question: "Can it work in headphones and stove fire gas sound?"
- Most-liked comments: "Very useful for finding tiny leaks in industrial process…" (2,973 likes), "Finally able to locate the mosquito in my room at night" (1,659 likes)
- Feedback themes: audio (41 mentions, 2 negative), video quality (5), clickbait or title (2)
Output
- Dataset: one insight report row per video.
- Key-value store:
REPORT-<videoId>Markdown report,COMMENTS-<videoId>raw comments as JSON (if enabled).
Pricing
Pay per event: a small fee per video report, plus a tiny per-comment fee only when you export raw comments.
Notes
- Comments are fetched through the official YouTube Data API. Videos with comments disabled return an empty report, and you're still charged for it.
- Sentiment and theme detection are keyword based and work best on English comments.
- Raw comment exports leave out commenter names.
- For very large jobs, you can add your own YouTube API key in the input.
