Optional Instagram conversation analysis. For the core creator journey, continue from Activity Tracker into Caption Generator.
Instagram Comment Analysis
Turn public Instagram comments into Conversation Intelligence. Free snapshot covers sentiment, topics, FAQs, and representative comments. Paid unlocks pain points, compliments, requests, community language, and creator recommendations.
Suggested next step
Continue the Instagram Intelligence workflow
Keep going — each step compounds Account Discovery → Audience → Strategy → Creation.
Generate captions from what you learned. Generate Captions →
How it works
Username or Post URL
Analyze recent posts for a username, or paste a single post/reel URL.
Comment Collection
Public comments are scraped via the Instagram Comments Scraper Actor.
Deterministic Metrics
Sentiment heuristics, topics, FAQs, and engagement rates are calculated first.
Conversation Snapshot
Free users get overview, topics, FAQs, representative comments, and a short AI summary.
Conversation Intelligence
Paid users unlock sentiment drivers, pain points, compliments, objections, requests, language, and recommendations.
Creator Actions
Paid engagement opportunities and creator recommendations turn comments into next steps.
Expected Results
Comment overview
Sample sizes across posts and unique commenters.
Sentiment mix
Positive / neutral / negative distribution for the sample.
Topics & FAQs
Recurring topics and question-style comments.
Representative comments
Highest-liked comments for quick reading.
Pain points & requests
Paid synthesis of friction and content asks.
Creator recommendations
Paid actionable next steps grounded in evidence.
Use Cases
Content feedback loops
See what audiences praise or push back on.
FAQ content ideas
Turn repeated questions into posts and stories.
Caption language
Mine community vocabulary for Caption Generator.
Competitor listening
Understand how people talk under a competitor’s posts.
Workflow continuity
Optional utility — the primary creator hub runs Profile → Followers → Activity → Generators.
Frequently Asked Questions
Is this a full comment census?
No. It analyzes a configurable public sample across recent posts or one post URL.
Does it invent demographics?
No. Only public comment text and metadata are used.
What do free users get?
Conversation Snapshot: sentiment, topics, FAQs, representative comments, and a short summary.
What do paid users unlock?
Full Conversation Intelligence including pain points, compliments, requests, community language, and creator recommendations.