7 Best YouTube Comment Analysis Tools (2026)
Understand your audience through comments
YouTube comments are a goldmine of audience insights. These tools help you analyze comments at scale to understand sentiment, find trends, and improve your content.
Key Takeaways
- NoteLM extracts data for free
- Enterprise tools offer sentiment analysis
- YouTube Studio provides basic insights
How We Evaluated
Top 7 Tools Compared
Ranked by features, pricing, ease of use, and user reviews
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Pros
- Free
- Full export
- All comments
⚠️ Cons
- •Basic analysis
Best for: Data extraction
Pros
- Advanced sentiment
- Multi-platform
⚠️ Cons
- •Very expensive
Best for: Enterprise brands
Pros
- Real-time alerts
- Sentiment
⚠️ Cons
- •Expensive
Best for: Brand monitoring
Social Searcher
Social media search and analysis.
Pros
- Free tier
- Search
⚠️ Cons
- •Limited features
Best for: Basic search
YouTube Studio Analytics
Built-in YouTube analytics.
Pros
- Official
- Free
⚠️ Cons
- •Own channel only
Best for: Your own channel
Pros
- Comprehensive
- Reporting
⚠️ Cons
- •Very expensive
Best for: Agencies
Pros
- Custom AI models
- Deep analysis
⚠️ Cons
- •Technical
Best for: Custom analysis
Frequently Asked Questions
Common questions about these tools answered
Use NoteLM to extract all comments, then export to CSV/JSON for analysis in Excel, Python, or dedicated tools.
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Written By
The NoteLM team specializes in AI-powered video summarization and learning tools. We are passionate about making video content more accessible and efficient for learners worldwide.