YouTube · Creator · Credit packs from $5
😊 Comment Sentiment Analyzer
AI-powered comment analysis — emotions, FAQ mining, toxicity score, viral comment hooks.
What you get
Sentiment breakdown (positive/negative/neutral/question/compliment), top 10 FAQs extracted from comments, toxicity score and community health rating, best time to reply for maximum engagement, viral comment hook suggestions for your next video.
Input: Enter a topic or paste comments to analyse
How it works
- Describe your video — Enter a topic or paste comments to analyse
- Run the analysis — Click Analyse. The report streams in live, usually within 10 seconds.
- Work the action list — Read the headline scores, then fix the top item in the prioritised action list. Re-run to compare.
Guide: how to use Comment Sentiment Analyzer
Comments are the only free, unfiltered feedback channel on YouTube, and most creators read them one at a time and remember only the harsh ones. The Comment Sentiment Analyzer processes a batch of comments and returns the emotional breakdown, the ten questions viewers keep asking, a toxicity and community-health score, the best window for replying, and hooks from the comments you can reuse in your next video.
Frequently asked questions
Is Comment Sentiment Analyzer free to use?
Comment Sentiment Analyzer needs credits. A Starter pack is $5 for 30 runs (valid 90 days) — no subscription. VidCola also has 35 free tools.
What do I need to enter?
Enter a topic or paste comments to analyse. The more specific your input, the more specific and useful the report.
What does the report include?
Sentiment breakdown (positive/negative/neutral/question/compliment), top 10 FAQs extracted from comments, toxicity score and community health rating, best time to reply for maximum engagement, viral comment hook suggestions for your next video.
How is this different from YouTube Studio?
YouTube Studio shows what happened. Comment Sentiment Analyzer explains why and ends with a prioritised action list so you know exactly what to change first.
Related YouTube tools
- ❓ Comment-to-FAQ Generator
Paste your top comments and auto-generate a pinned FAQ reply or a follow-up video script.
Creator
- 🎬 YouTube Video Analyzer
Deep performance analysis of any YouTube video — 65+ metrics, algorithm signals, AI strategy report.
Free
- 📊 Channel Health Analyzer
Complete 100-point channel audit — SEO, content, audience, growth, monetization readiness.
Creator
- 💬 Engagement Rate Calculator
Calculate your true YouTube engagement rate and benchmark it against niche averages.
Creator
← All Tools · Pricing · Guides