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Meta Comment Monitoring with AI Sentiment & Risk Scoring

Monitor Meta post comments with AI-powered sentiment analysis and risk levels. Use Triple Whale’s Social Comments dashboard to track negative trends and protect brand reputation.

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Written by Ari Kliger
Updated over a week ago

Summary

The Social Comments dashboard provides a centralized place to view and analyze all comments on your Meta posts (organic and paid).

It uses AI to classify sentiment and assign risk levels, helping teams quickly identify high-risk feedback and monitor brand perception trends.

Key use cases

  1. Monitor audience feedback in one place

  2. Identify high-risk comments quickly

  3. Track sentiment trends over time

  4. Understand feedback by topic category

Availability

  1. Available on all plans

  2. Requires Meta Social integration to be connected

Where to Find It

Creative Analysis > Social Comments

Prerequisites

  1. Meta Social integration connected and authorized

  2. Proper permissions to access social data

Feature Breakdown

1. Comment Categories

Comments are automatically grouped into AI-detected categories:

  1. Product feedback

  2. Customer service

  3. Pricing questions

  4. General discussion

  5. Spam / promotions

  6. Compliance

These categories help surface common themes in audience conversations.

2. Sentiment Classification

Each comment is labeled with AI sentiment analysis:

  1. Positive

  2. Neutral

  3. Negative

  4. Mixed

This allows teams to monitor overall brand tone and shifts in audience perception.

3. Risk Levels

Each comment is assigned a risk level:

  1. Low

  2. Medium

  3. High

Risk levels help prioritize moderation and review efforts.

4. Sentiment & Risk Visual Summaries

The dashboard includes:

  1. Monthly Sentiment Overview (Positive / Neutral / Negative / Mixed distribution)

  2. Risk Distribution Overview (Low / Medium / High breakdown)

These summaries help teams identify trends and detect potential reputation issues early.

5. Comment Drill-Down

You can now View the full comment text

  1. See the associated post

  2. Click through to the original Meta post URL to moderate directly in Meta

6. High-Risk & Negative Trends

The dashboard highlights: high-risk comments.

This helps teams quickly identify posts generating negative engagement.

Known Limitations

  1. Requires Meta Social integration

  2. Historical data availability depends on Meta API limits

FAQs

Q: Which posts are analyzed?

All posts available through the connected Meta Social integration.

Q: Can I delete or hide comments from this dashboard?

No. You can click the original post URL to moderate directly in Meta.

Q: What do risk levels represent?

AI-based indicators of potential impact or sensitivity based on sentiment and detected keywords.

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