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Feedback Analyzer

Paste student feedback comments directly into the text box below. Our AI automatically processes large text chunks to generate a comprehensive thematic analysis report.

Totally Free & Unlimited

How to get the Google Gemini API Key

All our AI tools require a Google Gemini API Key to run. Watch this quick 1-minute tutorial to see exactly how to get your own API key for free from Google AI Studio.

Important: Do not try to get the API key using an official work/university email as it will not work. You must use a personal Gmail account. If you exceed the usage limit, you can easily generate and use a new API key from another personal Gmail at any time.

Purpose

  • Analyze large volumes of student or course feedback using AI.
  • Automatically categorize feedback into positive, negative, and neutral sentiments.
  • Generate actionable insights and thematic summaries to improve teaching quality.

How to Use

  • Enter your personal Google Gemini API Key.
  • Upload an Excel (.xlsx) or CSV file containing the feedback data.
  • Select the specific column from your file that contains the feedback text.
  • Click 'Analyze Feedback' to generate a comprehensive sentiment report and thematic breakdown.

1. Configuration

2. Paste Feedback Comments

Note: You have 1 try remaining before login (free) is required.