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AI Customer Feedback Analysis Agent

An AI-powered automation workflow that analyzes customer feedback, categorizes issues, and routes alerts to the relevant business team.

The system uses n8n for workflow orchestration and a large language model to classify feedback into categories and operational areas.


Features

  • Automated feedback ingestion from Google Sheets
  • AI-based feedback classification
  • Structured output parsing
  • Normalized labels for reliable automation
  • Automatic routing to the appropriate team
  • Email alerts for actionable feedback

Workflow Architecture

Google Sheets Trigger
→ Extract Feedback Data
→ AI Categorization (LLM)
→ Structured Output Parser
→ Normalize Labels
→ Update Feedback Record
→ Route by Business Area
→ Send Notification Email


Tech Stack

  • n8n workflow automation
  • Google Sheets API
  • Google Gemini LLM
  • LangChain agent node
  • JSON workflow orchestration

Example Output

Example classification generated by the AI system:

Category: problem
Area: delivery

The workflow then routes the issue to the delivery operations team.


Setup Instructions

  1. Import the workflow JSON into n8n.
  2. Connect credentials for:
    • Google Sheets
    • Gmail
    • Gemini API
  3. Replace placeholder values for:
    • Google Sheet ID
    • Email recipient
  4. Activate the workflow.

Security

All credentials, IDs, and private identifiers have been removed from this repository.

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AI-powered workflow that analyzes customer feedback, categorizes issues, and routes alerts to the appropriate business team using n8n and Gemini.

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