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YouTube comment analyzer + cited AI reports
Featured on Product HuntSee what's working, what's pushing back, and what to make next —every claim tied to a real public comment.
Sample output
This section is only for report samples: inspect the report structure, real comment evidence, and action guidance. Comment downloads are shown in the next section.
5 public report samples
This is a real report from public YouTube comments. It is a public sample, not a named customer case study or endorsement.
Selected sample
The audience narrative is overwhelmingly about Juan. The best next step is a follow-up asset or pinned reply that acknowledges why viewers saw him as the emotional center.
Sample facts
Public comments
163,421
Evidence rows shown
4
Source channel
MrBeast
Fetched
2026-05-20
Report modules
Audience narrative
4 clustersComments repeatedly frame Juan as the mature, kind, family-driven character.
Next content demand
2 assetsViewers ask to see Juan again rather than only asking for another generic challenge.
Backlash risk
1 high-like riskA meaningful portion of the audience interprets conflict in the episode as bullying.
Reply priorities
3 repliesReply first where viewers ask for respect, follow-up, or support for Juan.
Original comment evidence
Short preview here, full evidence rows live on the sample page.
“Juan is the most mature and kindest of all of them. He truly deserved to win”
Top evidence for a character-driven audience narrative.
“Juan wasn’t fighting for $250,000… he was fighting for his family. That’s a real man. 👑❤️”
The emotional frame behind the comment cluster is family responsibility, not only prize money.
“Juan hurt no one, everyone hurt Juan, yet he still kept his cool. Lets make him a regular on this channel.”
A direct next-content signal tied to the audience favorite.
How it works
Paste a public video link, watch the fetch run live, then read an output where every claim cites a real comment.
One YouTube video or Shorts URL. Public comments only — nothing private, nothing scraped.
Real-time progress with live comment counts. What you see is what YouTube returns.
Preview the comments, download the CSV — and signed in, generate an AI report where every claim links to its source comment.
What you get
The same cited output you saw above — as interactive sample reports, exportable CSV/JSON/TXT/XLSX files, and repeatable workflows.
CSV table preview
CSV opens cleanly in Numbers, Excel, or Sheets so teams can inspect comments, authors, engagement, and source links row by row.
Sample rows: 3
@CanofPepsi21
50251 likes · 104 replies
Juan hurt no one, everyone hurt Juan, yet he still kept his cool. Lets make him a regular on this channel.
https://www.youtube.com/watch?v=zRtGL0-5rg4&lc=Ugx5FanNCBH-l5Wn_wN4AaABAg
@ckplayz9632
115022 likes · 252 replies
Juan is the most mature and kindest of all of them. He truly deserved to win
https://www.youtube.com/watch?v=zRtGL0-5rg4&lc=Ugze0pjI1klzp6qQK_p4AaABAg
@jonmuir13
3371 likes · 51 replies
This is what consumers actually want.
https://www.youtube.com/watch?v=LJh72_O4pXE&lc=UgxSgglgckKAwvdM31J4AaABAg
Preview fields
Portable intelligence package
AudienceCue reports are not trapped in one page. Share them with clients, download AI-ready handoff files, and keep evidence attached.
Save CSV, JSON, TXT, and XLSX comment files so the report can still be audited, archived, or analyzed later.
Turn comment reality into audience signals, key judgments, recommended actions, and risk flags.
Clients, teammates, and sponsors can review a read-only report link, and you can download HTML for handoff or archive.
Who it's for
Pick your seat — the cited preview shows what AudienceCue surfaces first for your workflow.
Cited demand signals tell you exactly what viewers ask for next — no gut feel, no screenshot hunting. Every insight links back to the public comment that supports it.
Free run: paste any of your uploads above and read the cited themes.96comments asking for a free-tools follow-up
“Can you do a version of this with ONLY free tools?”
Pricing
Download comments and generate 1 report free. Upgrade when you need more sources, more reports, monitoring, or API/automation.
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AudienceCue uses comment credits (1 comment = 1 credit). The difference is what a paid project leaves you with: cited source evidence, complete CSV/JSON/TXT/XLSX exports, and whole-dataset deterministic statistics. Available public replies are included, subject to what YouTube currently returns publicly. Project Pack credits never expire.
FAQ
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