CommentFilter
AI audience intelligence

Turn Comment Chaos into Actionable Audience Data.

Drop any video or post link and let CommentFilter read every reply, surfacing sentiment, requests, and complaints your audience is trying to tell you.

SW
Sam WhitakerYouTube
@samw · 2m

The background music track is way too loud, can barely hear what they are saying.

1.5kReply
R
riley_tunesYouTube
@riley_tunes · 4m

Anyone else notice the audio levels completely drop halfway through the episode?

412Reply
ML
Morgan LeeYouTube
@morganlee · 6m

Please fix the echo on the guest microphone for the next recording!

289Reply
A
audiophile_kenYouTube
@audiophile_ken · 8m

The audio levels at 14:22 are completely messed up...

843Reply
P
podcastpeteYouTube
@podcastpete · 10m

Audio cut out on the audio platform version around 22:10, please re-upload.

156Reply
PS
Priya ShahYouTube
@priyaglows · 12m

Where did she get that lip liner from? I need a link ASAP!!

3.4kReply
S
stylebyivyYouTube
@stylebyivy · 14m

Can we get a shopping link for the outfit the host is wearing? Absolute fire style.

2.2kReply
MB
Marcus BellYouTube
@marcusbell · 16m

Is there merchandise available for this show yet? I want to buy a hoodie.

1.2kReply
D
dana.codesYouTube
@dana.codes · 18m

Where can I buy that custom mug on the desk?? Dropping a link?

674Reply
T
trentmoneyYouTube
@trentmoney · 20m

Please put all product links in the description box, leaving money on the table!

891Reply
S
skeptical_samYouTube
@skeptical_sam · 22m

This guest is giving total word salad and basic advice. Very frustrating to watch.

743Reply
F
factcheck_fionaYouTube
@factcheck_fiona · 24m

Please verify guest credentials before giving them a massive platform like this.

1.8kReply
N
noah_watchesYouTube
@noah_watches · 26m

The guest was dodging every single question, kudos to the host for pushing back.

1.1kReply
C
camryn_bYouTube
@camryn_b · 28m

This guest feels incredibly fraudulent, please include a disclaimer.

2.6kReply
J
jordan.exeYouTube
@jordan · 30m

Worst episode yet, the energy was completely off compared to last week.

511Reply
T
taylor_streamsYouTube
@taylor_streams · 32m

We need a dedicated solo episode of just catching up with the community!

1.9kReply
A
avery_listensYouTube
@averylistens · 34m

Can you please invite them back for a part 2? The dynamic was insane.

2.3kReply
D
devon_makesYouTube
@devon_makes · 36m

Can you do a deep dive on how you started your brand??

967Reply
M
mira.kYouTube
@mira.k · 38m

This episode hit deep, literal tears watching this conversation unfold.

3.1kReply
LO
Lena OrtizYouTube
@lenaortiz · 40m

I love this show so much but the episodes are way too short!

2.1kReply
SW
Sam WhitakerYouTube
@samw · 2m

The background music track is way too loud, can barely hear what they are saying.

1.5kReply
R
riley_tunesYouTube
@riley_tunes · 4m

Anyone else notice the audio levels completely drop halfway through the episode?

412Reply
ML
Morgan LeeYouTube
@morganlee · 6m

Please fix the echo on the guest microphone for the next recording!

289Reply
A
audiophile_kenYouTube
@audiophile_ken · 8m

The audio levels at 14:22 are completely messed up...

843Reply
P
podcastpeteYouTube
@podcastpete · 10m

Audio cut out on the audio platform version around 22:10, please re-upload.

156Reply
PS
Priya ShahYouTube
@priyaglows · 12m

Where did she get that lip liner from? I need a link ASAP!!

3.4kReply
S
stylebyivyYouTube
@stylebyivy · 14m

Can we get a shopping link for the outfit the host is wearing? Absolute fire style.

2.2kReply
MB
Marcus BellYouTube
@marcusbell · 16m

Is there merchandise available for this show yet? I want to buy a hoodie.

1.2kReply
D
dana.codesYouTube
@dana.codes · 18m

Where can I buy that custom mug on the desk?? Dropping a link?

674Reply
T
trentmoneyYouTube
@trentmoney · 20m

Please put all product links in the description box, leaving money on the table!

891Reply
S
skeptical_samYouTube
@skeptical_sam · 22m

This guest is giving total word salad and basic advice. Very frustrating to watch.

743Reply
F
factcheck_fionaYouTube
@factcheck_fiona · 24m

Please verify guest credentials before giving them a massive platform like this.

1.8kReply
N
noah_watchesYouTube
@noah_watches · 26m

The guest was dodging every single question, kudos to the host for pushing back.

1.1kReply
C
camryn_bYouTube
@camryn_b · 28m

This guest feels incredibly fraudulent, please include a disclaimer.

2.6kReply
J
jordan.exeYouTube
@jordan · 30m

Worst episode yet, the energy was completely off compared to last week.

511Reply
T
taylor_streamsYouTube
@taylor_streams · 32m

We need a dedicated solo episode of just catching up with the community!

1.9kReply
A
avery_listensYouTube
@averylistens · 34m

Can you please invite them back for a part 2? The dynamic was insane.

2.3kReply
D
devon_makesYouTube
@devon_makes · 36m

Can you do a deep dive on how you started your brand??

967Reply
M
mira.kYouTube
@mira.k · 38m

This episode hit deep, literal tears watching this conversation unfold.

3.1kReply
LO
Lena OrtizYouTube
@lenaortiz · 40m

I love this show so much but the episodes are way too short!

2.1kReply
Comments
Built for production teams

Enterprise features, built for the agencies & creators.

Three pillars that separate CommentFilter from a basic sentiment widget.

Cross-Platform Network Dashboard

For multi-show managers to track audience sentiment across an entire roster simultaneously.

PR Crisis & Safety Detection

Advanced tracking that monitors comment threads for guest credential backlash, negative audience spikes, and brand safety red flags.

Deep Data Pagination

An analytical engine that loops through up to 500+ comments per video via official Google APIs, completely filtering out spam and parsing true audience metrics.

Live preview

See the Insights in Action

Explore a live interactive preview of a CommentFilter Network Audit Report below.

Roster Monetization & Brand Safety Audit — Episode 142
91/100
Highly Profitable Engagement2,450 replies consolidated via API

Product & Merch Demands

  • Skincare Line Launch [🔥 412 mentions]Audience is heavily asking about the host's morning routine skincare products.
  • Restock Custom Ceramic Mugs [📦 188 mentions]Viewers are demanding purchase links for the desktop studio mugs.
  • B2B Live Tour Tickets [🎟️ 94 mentions]East Coast fans are requesting live recording events in NY and Boston.

Brand Safety & Technical Critiques

  • Background audio hum at 18:40 [⚠️ 42 mentions]Master compression tracking artifact identified on guest channel audio line.
  • Sponsor Read Placement Friction [🔊 31 mentions]Viewers noted the mid-roll ad read placement felt jarring and disrupted the storytelling flow.
  • Guest Credential Polarization [🔍 14 mentions]Small cluster flagging disagreement with the guest's industry stances.

Production Directives for Next Episode

  • ⏹️ Fast-track the manufacturing timeline for the ceramic mug inventory restock to capture passive e-commerce demand.
  • ⏹️ Inform the post-production engineering team to apply a -3dB notch filter around the 18-minute mark for upcoming rendering passes.
  • ⏹️ Adjust the mid-roll ad marker boundary to trigger exclusively during natural conversational transitions instead of mid-sentence.
Simple, transparent pricing

Pick the tier that matches your roster.

Every tier reads public comment data only — no logins, no OAuth, no risk.

Free / Demo

$0

Try the engine on a single video, no card required.

  • Track the first 100 comments of any video
  • Simple sentiment chart access
Most popular

Solo Creator

$49/month

For independent creators who publish on a schedule.

  • Filter up to 2,000 comments per video
  • Custom critique filters
  • Automated trend tracking over time

Network Enterprise

$299+/month

For production networks managing a full roster of shows.

  • Filter up to 5,000 comments per video
  • Automated network-wide tracking
  • Premium PDF report exporting for brand sponsors
  • Priority customer success queues