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Instagram Comment Sentiment Analysis & AI Listening

Look past vanity like counts. Pull every public comment on a post or Reel, then sort the conversation into praise, buying questions, complaints and noise so you can see how your audience actually feels.

πŸ”’ Zero login or passwords requiredβ†— Opens analytics.social in a new tab
4 Intent Classes
Positive Β· Inquiry Β· Negative Β· Neutral
Emoji Signals
πŸ”₯ ❀️ 😍 vs 😑 πŸ‘Ž
50k+ Comments
Full post & Reel coverage
AI-Ready CSV
Drop into ChatGPT / Claude

Live Audience Sentiment Simulator

A sample product-launch Reel. Filter by sentiment and switch to like-weighted mode to see which voices carry the most reach.

  • sophie.creative
    @sophie.creativeβ™‘ 812

    Obsessed with this drop 😍πŸ”₯ best collab of the year!

    Positive
  • david_ecom_founder
    @david_ecom_founderβ™‘ 240

    How much is the bundle and do you ship to Canada?

    Inquiry
  • tommy_travels
    @tommy_travelsβ™‘ 391

    Ordered 3 weeks ago and it never arrived. Still waiting on my refund 😑

    Negative
  • maria_visuals
    @maria_visualsβ™‘ 506

    The colour grading here is insane πŸ‘β€οΈ

    Positive
  • alex_marketing_pro
    @alex_marketing_proβ™‘ 38

    Watched this on my lunch break

    Neutral
  • jessica_runnergirl
    @jessica_runnergirlβ™‘ 187

    Is size M still available? Restock date?

    Inquiry
  • sophie.creative
    @sophie.creativeβ™‘ 274

    Love love love ❀️❀️ instantly added to cart

    Positive
  • david_ecom_founder
    @david_ecom_founderβ™‘ 159

    Quality dropped since last season, stitching broke after one wash πŸ‘Ž

    Negative
  • maria_visuals
    @maria_visualsβ™‘ 422

    This is the content I follow you for πŸ”₯πŸ”₯

    Positive
  • tommy_travels
    @tommy_travelsβ™‘ 96

    Where is the discount code from the story?

    Inquiry
  • alex_marketing_pro
    @alex_marketing_proβ™‘ 12

    Saw this posted earlier today

    Neutral
  • jessica_runnergirl
    @jessica_runnergirlβ™‘ 331

    Perfect fit, wore it for my half marathon πŸ™Œ

    Positive

Sentiment Ratio

  • Positive42%
  • Inquiry25%
  • Negative17%
  • Neutral17%

Unweighted: 1 comment = 1 vote.

Emoji Sentiment Cloud

πŸ”₯ Γ—3❀️ Γ—3😍 Γ—1πŸ‘ Γ—1πŸ™Œ Γ—1😑 Γ—1πŸ‘Ž Γ—1
Run This on a Real Post
Try It Instantly

Test the Intent Classifier on Any Comment

Type or paste a comment below. This browser demo uses a simple keyword and emoji lexicon to show how comments get bucketed. For full datasets, export from Analytics Social and run the AI prompt further down.

Classified as: Inquiry
Matched signals: ?
πŸ”’ analytics.social
Analytics Social Sentiment & Mood Audits card showing 78% positive, 16% neutral, 6% negative, next to the Keyword & Regex Search card
Real capture from the analytics.social homepage: Sentiment & Mood Audits (rolling out) and Keyword & Regex Search (live).

What You Can Do Today vs. What’s Next

  • LIVEKeyword & regex search to pull out complaints (refund|broke|late) or buying questions (price|ship|size) in seconds.
  • LIVEFull CSV / Excel / JSON export with likes and replies, ready for an AI sentiment pass in ChatGPT or Claude.
  • SOONBuilt-in Sentiment & Mood Audits with emotion breakdowns (Hype, Love, FAQ) right in the dashboard.

Copy-Paste AI Sentiment Prompt

Export your comments, attach the CSV to ChatGPT or Claude, then paste this prompt.

You are a social listening analyst. The attached CSV contains public Instagram comments exported with Analytics Social (columns: username, comment, likes, replies, timestamp).

1. Classify every comment as Positive, Inquiry (pre-sale question), Negative, or Neutral.
2. Return a summary table with the % share of each class, weighted and unweighted by likes.
3. List the top 5 recurring complaint themes and top 5 product questions with example quotes.
4. Rank the 10 most frequent emojis and the sentiment each one usually signals.
5. Finish with a 3-bullet executive brand-health summary.

Who Uses Instagram Comment Sentiment Analysis?

Turning unstructured comment threads into decisions.

Brand Managers

Track how a campaign lands in the first 48 hours, before the press picks it up.

PR & Crisis Teams

Catch a spike in negative comments early and see the exact quotes behind it.

E-commerce Ops

Pull out every pre-sale question about price, sizing and shipping so none go unanswered.

Agencies & Analysts

Give clients sentiment ratios and emoji trends to report alongside reach numbers.

Powered by Featured Partner: Analytics Social

See What Your Audience Really Thinks

Pull every public comment, filter by intent keywords and export a clean dataset for sentiment analysis. No Instagram login, no browser extensions.

πŸ”’ Zero-Loginβ€’πŸ”Ž Keyword & Regex Filtersβ€’πŸ“Š XLSX / CSV / JSON
Frequently Asked Questions

Everything You Need to Know

Clear answers about using the Instagram Comment Sentiment Analysis & AI Listening effectively and safely.

Our partner platform Analytics Social extracts the public discussion text directly from Meta CDN servers using cloud runners. You never have to connect your Instagram account or install browser extensions. Comments are parsed into structured data with like counts and timestamps preserved.

Explore More Free Creator Tools

Free browser utilities to streamline your Instagram creation and workflow.

View All Tools (13) β†’

Instagram Comment Analytics & Bulk Exporter

POPULAR

Extract and export public Instagram post and Reel discussions, nested replies, timestamps, and sentiment tags into CSV, Excel, or JSON with zero passwords required.

Instagram Comment Exporter to Excel & CSV

POPULAR

Instantly download public Instagram Reel and post comments into Excel (.xlsx), CSV, or JSON spreadsheets with nested replies, handles, and likes.

Instagram Reply Thread & Discussion Extractor

POPULAR

Download and expand full Instagram comment reply threads, discussions, and parent-child hierarchies into Excel, CSV, or JSON with zero passwords required.

Instagram Influencer Comment & Fake Engagement Auditor

NEW

Audit Instagram creator comments to calculate Genuine Discussion Ratio (GDR), spot bot swarms, and detect engagement pods with zero login.

Safe Instagram Comment Scraper (Zero-Login / No-Ban)

POPULAR

Extract public Instagram comments and nested replies via cloud workers without risking account suspension. 100% login-free and TOS compliant.

Hashtag Counter & Shadowban Risk Checker

LIVE

Count your Instagram hashtags, monitor caption character limits, and scan against 300+ known banned or restricted hashtags to prevent shadowbans.

Instagram Fonts & Aesthetic Unicode Styler

POPULAR

Transform standard text into 30+ aesthetic Unicode fonts (cursive, gothic, bold, double-struck, bubble) with 1-click copy and live bio preview.

Instagram Caption & Hashtag Extractor

NEW

Extract formatted captions, hashtags, and tagged account mentions from any public Instagram Reel, Video, or Carousel with 1-click bulk copying.

Instagram Audio & Reel to MP3 Extractor

NEW

Convert any MP4, MOV, or WebM video into high-fidelity MP3 audio directly in your browser. 100% private - your files never leave your device.

Instagram Video Frame Grabber (Lossless PNG)

NEW

Scrub through any Instagram Reel or video frame-by-frame to extract high-resolution, lossless PNG photos. Download individual frames or all in one shot as a ZIP archive.