COMMENTS ANALYSIS & INSIGHTS AI

Analyze Comments in X & Bluesky Posts

Analyze your post's comments and get full professional report, highlights, sentiment, topics, toxicity, stance, recommended actions to take and more.

Designed to help content creators and marketers analyze, understand, and engage with their audience better.

  • Average report generation time: <1 minute
  • Capable of parsing 1,200+ replies per run
  • Export formats to PDF & PNG

Generate an Analysis

1. Choose a platform

EASY PROCESS

How the Social Media Comment Analyzer Works

A four-step pipeline purpose-built for speed, accuracy, and ease.

  1. 1

    Choose a network

    Choose between X (Twitter) or Bluesky as your analysis source.

  2. 2

    Drop in the post URL

    Paste an X or Bluesky URL. We ingest the full reply tree, deduplicate spam, and normalize engagement metrics.

  3. 3

    Report is generated

    Receive a premium infographic report with metrics, commentary, and recommendations.

  4. 4

    Share or export anywhere

    Generate private links, PDF, or PNG.

PRACTICAL APPLICATIONS

Real-World Use Cases for the Social Media Post Analyzer

Content Creators

Understand audience sentiment, identify top feedback themes, and highlight best replies to boost engagement.

Social Media Managers

Track campaign performance, measure sentiment shifts, and identify viral comments driving engagement.

Marketing Teams

Identify which messages drive conversions, map sentiment by persona, and quantify campaign impact in minutes.

ANSWERS

FAQs about the Social Media Post Analyzer

Everything you need to know before plugging the analyzer into your social workflows.

Which platforms does the Social Media Comment Analyzer support?

Today we support public posts from X (Twitter) and Bluesky. Additional networks like Youtube and Threads are on the roadmap.

Do you store my post data?

No, we only cache anonymized metrics.

How accurate are the AI insights?

We benchmark every generated report against manually tagged datasets to maintain >92% agreement on sentiment and cluster relevance.

Can I export the analysis report?

Yes, you can export the report in PDF and PNG formats for easy sharing and presentation.

Want to see it before you analyze your own post?

Load our sample dataset to explore the premium infographic, then rerun with your own viral content.