Stop reading comments.Start reading signals.
AI comment analysis that reads every Instagram, TikTok, and Facebook comment so you don't have to — then hands you a report of what your audience wants, what blocks them from buying, what to create next, and when to post it.
Buying signal: repeated questions about international shipping & restock timing
×318Content idea: audience keeps asking for a setup tutorial and a v2 comparison
×194Risk: “link in bio doesn’t work” confusion is spreading in replies
×87Seven lenses on the same comment section
CommentGrid turns raw chatter into clear signals your team can act on: what people want, what blocks conversion, and what to create next.
Top opportunities
See what your audience is asking for, buying, or expecting next — ranked by how often it comes up.
Sentiment snapshot
Positive, neutral, or negative at a glance — with the comments driving each side one click away.
Key findings
Repeated themes compressed into clear takeaways your team can act on without reading 4,000 comments.
Buying signals
Questions about price, availability, shipping, and links — the comments closest to a purchase.
Content ideas
What viewers want you to explain, compare, review, or create next — straight from their own words.
Risks & objections
Trust issues, confusion, and complaints flagged before they snowball and hurt conversion.
Best time to post
Comment activity mapped across 24 hours, with a suggested posting window — publish 1–2 hours before your audience peaks, and validate the pattern across several posts.
One report, three teams
Decide what to post next
Run analysis on your last ten posts. The content-ideas lens tells you exactly which tutorials, comparisons, and reviews your audience is begging for.
Retros that write themselves
Export a campaign's comments and let AI summarize sentiment, objections, and winning moments. Attach the report straight to your campaign review.
Study competitors' audiences
Analyze comments on top-performing posts in your niche. Find the questions competitors aren't answering — that's your market gap.
Analysis questions, answered
How accurate is the sentiment analysis?+
Sentiment is a directional read, not a verdict — that's why every label links back to the actual comments behind it. You can always drill into the source and judge for yourself.
Can I analyze comments I exported earlier?+
Yes. Any run in your workspace can be analyzed — including ones you exported weeks ago. Results are kept for 30 days, and re-analysis doesn't require re-scraping the post.
Does analysis work on competitor posts?+
Absolutely. CommentGrid works on any public post URL, so you can study what audiences say on competitor channels and turn it into content and positioning ideas.
Your comment section already knows the answer
Export once, analyze in minutes, and walk into your next meeting with signals instead of guesses.
Add to Chrome — FreeFree analysis credits included · Works on any public post URL