AudienceCueAudienceCue

YouTube comment analyzer + cited AI reports

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Turn YouTube commentsinto cited AI reports.

See what's working, what's pushing back, and what to make next —every claim tied to a real public comment.

Input data source

Paste once. We detect the source and keep the report tied to the comments.

VideoShorts

No source dropdown needed. Use Bulk for channels, playlists, or URL lists. AudienceCue detects the source type automatically.

  • Available public replies included
  • 100% of collected rows enter analysis
  • Source comments + evidence downloadable
YouTube comment downloadAI evidence reports4-format comment exports

Sample output

See public report samples before you spend a credit.

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.

Report sharing/downloads

Selected sample

What viewers want next from a MrBeast challenge

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.

Last To Leave Grocery Store, Wins $250,000

MrBeast · May 20, 2026

Open public YouTube source

Sample facts

Public comments

163,421

Evidence rows shown

4

Source channel

MrBeast

Fetched

2026-05-20

Report modules

1

Audience narrative

4 clusters

Comments repeatedly frame Juan as the mature, kind, family-driven character.

2

Next content demand

2 assets

Viewers ask to see Juan again rather than only asking for another generic challenge.

3

Backlash risk

1 high-like risk

A meaningful portion of the audience interprets conflict in the episode as bullying.

4

Reply priorities

3 replies

Reply 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.

@ckplayz9632115,022 likes · 252 replies

“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.

@nassralbahri943237,051 likes · 54 replies

“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.

@CanofPepsi2150,251 likes · 104 replies

How it works

Three steps, no setup.

Paste a public video link, watch the fetch run live, then read an output where every claim cites a real comment.

  1. 1

    Paste a public link

    One YouTube video or Shorts URL. Public comments only — nothing private, nothing scraped.

  2. 2

    Watch the fetch run live

    Real-time progress with live comment counts. What you see is what YouTube returns.

  3. 3

    Get the cited readout

    Preview the comments, download the CSV — and signed in, generate an AI report where every claim links to its source comment.

What you get

One evidence pipeline, portable everywhere.

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

source_urlsource_typesource_titleparent_idis_replyauthor_nameauthor_channel_idauthor_profile_image_urltextlike_countreply_countpublished_atupdated_atpermalink

Portable intelligence package

Use the report everywhere your team works.

AudienceCue reports are not trapped in one page. Share them with clients, download AI-ready handoff files, and keep evidence attached.

Share and download the report

Clients, teammates, and sponsors can review a read-only report link, and you can download HTML for handoff or archive.

  • HTML report sharing
  • Markdown/JSON report exports
  • Controlled read-only links
  • Public API access

Who it's for

One evidence engine, three seats.

Pick your seat — the cited preview shows what AudienceCue surfaces first for your workflow.

Find your next video in the comments you already have

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.

96comments asking for a free-tools follow-up

“Can you do a version of this with ONLY free tools?”

Comment #508 · cited evidence, downloadable
Free run: paste any of your uploads above and read the cited themes.

Pricing

Start free, then choose by comment volume and report workflow.

Download comments and generate 1 report free. Upgrade when you need more sources, more reports, monitoring, or API/automation.

Yearly saves 50%. Allowances still reset monthly.

One shared checkout — pick the offer that matches your next run.

View full pricing & limits

By starting checkout, you agree to the Terms of Service, Refund Policy, and Privacy Policy.

Why not a cheaper per-comment tool?

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

Questions before you run comments through AudienceCue

Around the web

AudienceCue beyond our site