Viewer Lens drops a YouTube URL, runs AI over every comment, and hands you a calm one-page brief: mood, top themes, genuine questions, standout comments, and exactly what to make next. No more scrolling through chaos to find signal.
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Maker
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You published. The video got views. And now there are 800 comments you'll never
actually read.
Not because you don't care ā but because the comment section is a wall of noise:
repeat questions, emoji spam, one-word reactions, and buried in the middle, three
people who told you exactly what to make next.
Viewer Lens finds those three people.
āāā WHAT IT DOES āāā
Paste any YouTube URL. Viewer Lens fetches every comment, runs them through AI,
and returns a single-page brief:
⢠Overall mood ā positive / neutral / critical breakdown with a plain-English
summary of the general vibe
⢠Top themes ā what your audience actually talked about (not what you think
they talked about)
⢠Real questions ā genuine questions grouped by topic, ready for a FAQ video
or pinned reply
⢠Notable comments ā high-signal comments the AI flagged as unusually
insightful, emotional, or actionable
⢠Next video ideas ā concrete content suggestions derived directly from what
viewers asked for or were confused about
⢠Reanalysis targets ā viewer segments or angles the AI recommends exploring
in a follow-up
The result looks less like a data dashboard and more like a note from a smart
editor who read everything so you didn't have to.
āāā WHO IT'S FOR āāā
ā YouTube creators with 1 K ā 1 M subscribers who actually want to improve
ā Video marketers tracking how a brand's content lands
ā Educators and course creators mining for FAQ topics
ā Agencies reporting audience sentiment to clients without doing it by hand
ā Anyone who has ever said "I should read my comments" and then didn't
āāā WHY WE BUILT IT āāā
The comment section is the best focus group most creators will ever have access
to. Real people, real reactions, zero recruitment cost. But the format makes it
nearly impossible to extract that value at scale. Viewer Lens treats comments as
structured data without asking creators to think like data analysts.
āāā HOW IT WORKS āāā
1. Enter a YouTube URL (any public video)
2. Viewer Lens fetches comments via the YouTube Data API
3. AI processes them in batches ā sentiment scoring, theme clustering,
question extraction, signal flagging
4. You get a clean, shareable brief in under 2 minutes
āāā WHAT'S INCLUDED āāā
ā Unlimited analyses on paid plans
ā Reanalysis recommendations for follow-up content
ā Dark + light mode interface
ā Works on any public YouTube video ā yours or a competitor's
We're launching today with a free tier so anyone can try it without a credit card.
Happy to answer anything below ā makers are in the comments all day.
Report
Maker
Hey Product Hunt! I'm Jeevan, one of the makers of Viewer Lens ā really excited
to finally share this.
The idea came from a simple frustration: I kept hearing creators say "I should
engage more with my comments" while also knowing they had no realistic way to do
it at scale. A creator with 50 K subscribers might get 300ā600 comments per
video. Reading all of them is a part-time job. Skimming them means missing the
gold.
So we built Viewer Lens to do the reading for you ā not to summarise in a
hand-wavy way, but to extract the specific things you'd want to know: What's the
mood? What are they asking? What did they love or hate? What should I make next?
A few things I'd love your feedback on:
1. The brief format ā does it feel like something you'd actually open and use?
2. The "next video ideas" section ā too prescriptive, or exactly right?
3. Anything you'd want that's missing?
We have a free tier live right now ā no credit card, no waitlist. Try it on any
public YouTube video and let me know what your comment section looks like. I'll
Hey Product Hunt! I'm Jeevan, one of the makers of Viewer Lens ā really excited
to finally share this.
The idea came from a simple frustration: I kept hearing creators say "I should
engage more with my comments" while also knowing they had no realistic way to do
it at scale. A creator with 50 K subscribers might get 300ā600 comments per
video. Reading all of them is a part-time job. Skimming them means missing the
gold.
So we built Viewer Lens to do the reading for you ā not to summarise in a
hand-wavy way, but to extract the specific things you'd want to know: What's the
mood? What are they asking? What did they love or hate? What should I make next?
A few things I'd love your feedback on:
1. The brief format ā does it feel like something you'd actually open and use?
2. The "next video ideas" section ā too prescriptive, or exactly right?
3. Anything you'd want that's missing?
We have a free tier live right now ā no credit card, no waitlist. Try it on any
public YouTube video and let me know what your comment section looks like. I'll
be here all day replying to every comment.
Thanks for hunting us!