YouTube Comments Analyzer
Mine YouTube comments for product and content insights
YouTube Comments Analyzer scrapes comment sections from any video or channel, clusters sentiment by topic, and surfaces the most repeated questions and complaints — turning viewer feedback into actionable data.
MRR
$14,320
+12% this month
Active
487
+23 this month
Churn
1.8%
-0.4% this month
$14K/mo
Verified revenue
73%
Choose annual
98.7%
Uptime SLA
<2min
Setup time
The Problem
Sound familiar?
Reading thousands of YouTube comments manually is impossible for busy creators
Repeated questions in comments represent content demand that creators keep missing
Negative feedback gets lost in upvoted jokes — real product signal is buried
The Solution
YouTube Comments Analyzer fixes this.
Comment Scraping
Pulls all comments from a video or full channel using YouTube Data API v3, including replies and timestamps.
Sentiment Clustering
Groups comments by topic and sentiment so you see "battery life complaints" as a cluster, not 400 individual messages.
Top Questions Extraction
Identifies questions asked by viewers and ranks by frequency — instant FAQ or content calendar material.
How It Works
Set up in under 2 minutes. No complex configuration.
Comment Scraping
Pulls all comments from a video or full channel using YouTube Data API v3, including replies and timestamps.
Sentiment Clustering
Groups comments by topic and sentiment so you see "battery life complaints" as a cluster, not 400 individual messages.
Top Questions Extraction
Identifies questions asked by viewers and ranks by frequency — instant FAQ or content calendar material.
Competitor Channel Analysis
Analyze competitor channels to find pain points their audience has that your content could address.
Why not the alternatives?
Same result. A fraction of the price.
| Product | Price | Core feature |
|---|---|---|
| YouTube Comments Analyzer | $29/mo | Mine YouTube comments for product and content insights |
| Enterprise tool | $149/mo | Overkill for most teams |
| DIY approach | 40+ hrs dev | High maintenance burden |
Integrates with your stack
Simple, Transparent Pricing
No per-user fees. No hidden costs. Cancel anytime.
Creator
- 10 analyses/mo
- 50K comments/analysis
- Sentiment clustering
- Top questions
- CSV export
Agency
- Unlimited analyses
- 500K comments/analysis
- All Creator features
- Competitor analysis
- API access
Frequently Asked Questions
Do I need a YouTube API key?
No — we use our own API quota. You simply paste a video or channel URL to start.
How current is the data?
Comments are fetched live at analysis time, so results reflect the most recent data available.
Ready to get started?
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