Facebook Comments Analyzer
AI-powered sentiment + theme analysis for any Facebook post, watch video, or reel. Paste, click, get exec-ready insights.
Five Distinct Outputs Per Analysis
Designed so you can paste any single section straight into a slide, a Slack message, or a customer-success ticket.
Sentiment %
Positive / Neutral / Negative as a clean distribution bar — same shape as a CSAT readout.
Themes
3-5 short phrases describing what commenters are actually arguing about under the post.
Audience Summary
A 1-3 sentence narrative of how the audience is responding overall — paste-ready for a stakeholder note.
Key Takeaways
2-4 bullet points calling out what to do next — content adjustments, comms responses, or product follow-ups.
Top Comments Tagged
The most-engaged comments individually labeled with sentiment — easy to screenshot for a report.
Engagement Insight
A plain-English read on what's driving the conversation — the kind of one-liner you'd hand to leadership.
Where This Pays Off in Real Workflows
Three places teams plug this in instead of paying for an enterprise listening tool.
📊 Page-video reputation pulse
Marketing posts a Watch video. Within an hour, run the analyzer to confirm the conversation is on track. Sentiment trending negative? You catch it before leadership notices.
🚨 Crisis-response triage
Something controversial just dropped. Run the analyzer on the post comments to instantly see which themes are rising — drives what your comms team responds to first.
🔍 Competitor-Page strategy reads
When a competitor's Page video performs well, run the analyzer on its comments to read the audience reaction — themes tell you exactly what message landed and what didn't.
Frequently Asked Questions
Need This Across Hundreds of Posts?
The Facebook Comments API gives you cursor-paginated raw access — wire it into your own monitoring or moderation pipeline.