YouTube Comment Analytics
Powered by EmotionWise AI

Know how your audience really feels

EmotionWise Social analyzes the emotions behind every YouTube video comment — so you can create content that truly connects.

Comment analysis

“This video completely changed how I think about investing. Thank you so much!”

Joy
72%
Surprise
18%
Sadness
5%
Anger
3%
Fear
1%
Disgust
1%
Joy

Aggregate audience emotions

Joy
58%
Surprise
22%
Sadness
9%
Anger
6%
Fear
3%
Disgust
2%
Net Sentiment+68
72% emotional28% neutral

Emotion analysis powered by EmotionWise AI. Not a YouTube metric.

Real-time emotion detection Net Sentiment Score Intensity Scoring Comment Quality Score Negative spike alerts

Built for creators, brands, and agencies

Whether you post daily or manage accounts for clients, EmotionWise Social gives you the emotional context you’ve been missing.

Solo Creator

I post consistently — but I can't tell if my content is actually connecting.

Go beyond likes and follower counts. See the emotional story your audience tells with every comment — and finally understand which posts resonate.

  • Net Sentiment Score — your weekly emotional health check
  • Spot which topics resonate and which fall flat
  • 30-day trends to guide your content calendar
Brand Manager

We post across multiple accounts and need early warning before things go negative.

Monitor brand sentiment across all your accounts from one dashboard. Real-time alerts catch emotional spikes before they become PR fires.

  • Negative spike alerts at your custom threshold
  • Audience reaction tracking per post
  • Multi-channel sentiment overview at a glance
Agency

Clients want proof their content drives real engagement — not just volume.

Replace vanity metrics with objective emotion data your clients can understand and trust. Turn comment analysis into a competitive advantage.

  • Comment Quality Score — depth over volume
  • Intensity scoring — mild interest vs genuine outrage
  • Data clients can see, trust, and act on

6

emotions tracked per text

3

new sentiment intelligence layers

100%

of comments individually analyzed

< 1s

analysis per comment

What creators discover after their first sync

See how emotion analytics can transform your content strategy.

After my first sync I realized my finance posts were triggering fear, not excitement. I rewrote my whole content strategy in a week.

Sarah M.

@sarah_invests · Finance Creator

The negative spike alert caught a comment thread going sideways on a sponsored post before I even opened the app. Literally saved the brand deal.

Alex R.

Brand Account Manager · Consumer Brand

I show clients the Comment Quality Score and Net Sentiment in weekly reports. It's replaced three separate tools and the conversations are completely different now.

Priya K.

Social Media Lead · Digital Agency

Everything you need to understand your audience

Connect your YouTube channel and start seeing the emotions behind your content in minutes.

Post emotion analysis

Understand what emotion you're expressing in every caption — joy, anger, sadness, fear, surprise, or disgust — and how it lands with your audience.

Audience response tracking

See how your followers actually respond emotionally to each post. Separate the creator's voice from the audience's reaction.

Negative spike alerts

Get instantly notified when anger, fear, or disgust spikes above your threshold — before a PR issue becomes a crisis.

30-day emotion trends

Track how the emotional tone of your content and comments shifts over time. Spot what's working and double down.

Pro +

Content strategy insights

Get AI-powered recommendations based on your audience's emotional patterns. Discover what content resonates and optimize your strategy.

Seamless YouTube connect

One-click Google OAuth to connect your YouTube channel. No manual exports, no spreadsheets — data syncs automatically.

Up and running in 3 steps

No setup headaches. Connect and start learning.

01

Connect your channel

Sign up and connect your YouTube channel via secure Google OAuth. No password sharing. You can revoke access at any time via your Google security settings.

02

Sync your content

Click sync to pull in your posts and comments. EmotionWise analyzes everything automatically.

03

Read the emotions

Explore your dashboard to see post emotions, audience responses, trends, and alerts.

Live dashboard preview

See exactly what you get

Here’s what your dashboard looks like after your first sync — real emotion data, net sentiment, neutral ratios, and spike alerts all in one place.

emotionwise.social/dashboard

EmotionWise

.social

Dashboard
Videos
Analyze
Billing
Settings

Dashboard

Your YouTube channel emotion overview

Videos

38

Comments

4.2k

Analyzed

3.8k

Net Sentiment

+41

How I grew from 0 to 100k subscribers

284 comments analyzed

Joy
Joy
64%
Surprise
19%
Sadness
8%
Anger
5%
Fear
2%
Disgust
2%
82% emotional18% neutral
Net Sentiment+72

This company scammed me (full story)

512 comments analyzed

Spike alertAnger
Anger
48%
Disgust
27%
Sadness
14%
Fear
7%
Surprise
3%
Joy
1%
88% emotional12% neutral
Net Sentiment-71

Emotion scores and sentiment metrics are generated by EmotionWise AI. Comment data retrieved via the YouTube API Services.

Six dimensions of emotion, clearly visualized

Powered by the EmotionWise AI engine, every piece of text is scored across six universal emotions with normalized percentages that always add up to 100%.

Joy

78%

Anger

62%

Sadness

45%

Fear

33%

Surprise

55%

Disgust

28%

Sentiment Intelligence

Go beyond emotion categories

Three new layers of insight derived automatically from your emotion data. No extra setup — everything computes from your existing syncs.

Audience Net Sentiment

+72out of 100
-1000+100

Net Sentiment Score

One number from -100 to +100 that tells you exactly how your audience feels. Stop reading six charts — get a single health check you can track week over week.

Starter +

Dominant emotion strength

Joy
91%
Surprise
7%
High intensity

Sentiment Intensity

91% joy isn't the same as mild amusement. Know whether your audience is casually interested or genuinely delighted — and create more of what resonates.

Pro +

Comment quality

“This is exactly what I was looking for — an analytics tool that shows real emotional depth...”

JoyQ 84High quality

Comment Quality Score

50 fire emojis ≠ real engagement. Score every comment by depth and emotional charge to separate drive-by reactions from genuinely connected followers.

Pro +

EmotionWise-derived metrics, not sourced from YouTube.

The AI behind the emotions

Built on EmotionWise AI

EmotionWise Social is powered by EmotionWise AI — a specialized emotion detection API that analyzes text across six universal dimensions in real time. Use the same AI directly in your own apps and workflows.

Explore EmotionWise AI

Simple, transparent pricing

Start free. Upgrade as your audience grows. Each tier unlocks a new layer of insight.

Free

Free

Get started, no credit card

  • 1 YouTube channel
  • 100 comments per video
  • 7-day comment history
  • Auto-sync every 2 hours
  • 6-emotion analysis
  • Net Sentiment Score
  • Negative spike alerts
  • Intensity Scoring
  • Content strategy insights
Get started free

Starter

$19.99/mo

For solo creators

Unlocks Net Sentiment Score
  • 3 YouTube channels
  • 500 comments per video
  • 30-day comment history
  • Auto-sync every 30 minutes
  • 6-emotion analysis
  • Negative spike alerts
  • Net Sentiment Score
  • Intensity Scoring
  • Comment Quality Score
  • Content strategy insights
Start Starter

Pro

Most popular
$49/mo

For growing brands

Full Sentiment Intelligence suite
  • 10 YouTube channels
  • 1,000 comments per video
  • 90-day comment history
  • Auto-sync every 10 minutes
  • 6-emotion analysis
  • Negative spike alerts
  • Net Sentiment Score
  • Sentiment Intensity Scoring
  • Comment Quality Score
  • Content strategy insights
  • Priority support
Start Pro

Agency

$129/mo

For agencies & brands

Everything in Pro + API access
  • 50 YouTube channels
  • Unlimited comments per video
  • 365-day comment history
  • Auto-sync every 5 minutes
  • 6-emotion analysis
  • Negative spike alerts
  • Net Sentiment Score
  • Sentiment Intensity Scoring
  • Comment Quality Score
  • Content strategy insights
  • Priority support
  • API access
Start Agency

All emotion and sentiment metrics are generated by EmotionWise AI and are not YouTube metrics. YouTube data displayed includes publicly available comments retrieved via the YouTube API Services. No credit card required for Free. Cancel paid plans anytime.

Start understanding your audience today

Connect your first YouTube channel for free. No credit card required.

Create free account