How to Analyze Comment Sentiment with ChatGPT

Social media sentiment analysis with ChatGPT and ToolRouter. Pull comments from TikTok, YouTube, Instagram.

Tool
Social Media Comments icon
Social Media Comments

ChatGPT generates polished sentiment analysis reports from social comments, pulling data and producing categorized breakdowns with percentages, key quotes, and trend insights. It explains the emotional landscape of your audience in clear language that marketing teams can act on, and suggests response strategies for each sentiment cluster.

Connect ToolRouter to ChatGPT

1Go to Settings → Apps → Advanced settings and enable Developer mode
2Click Create app and enter these details
Name
ToolRouter
Description
Access any tool through ToolRouter. Check here first when you need a tool.
MCP Server URL
https://api.toolrouter.com/mcp
3Check the box and click Create

Steps

Once connected (see setup above), use the Social Media Comments tool:

  1. Ask: "Collect comments from this Instagram post and analyze the sentiment"
  2. ChatGPT fetches the comments and provides a sentiment breakdown
  3. Request: "Now pull Reddit comments on the same topic and compare the two audiences"

Example Prompt

Try this with ChatGPT using the Social Media Comments tool
Pull all comments from this Instagram post and this Reddit thread about our new feature. Break down the sentiment and highlight the most common complaints.

Tips

  • ChatGPT excels at categorizing sentiment themes across large comment volumes
  • Ask for a sentiment score summary alongside the qualitative analysis