Automated exam question generation from Google Docs to Qdrant

• Generate open-ended questions for student assessments
• Create multiple-choice quizzes based on document content
• Automate the extraction of key concepts from educational materials
• Enhance exam preparation with AI-driven question generation
• Utilize vector databases for accurate information retrieval

Trigger the workflow manually to start the process Retrieve the document content from Google Docs Convert the document into Markdown format for processing Generate open-ended questions using AI models Create multiple-choice questions with plausible distractors Store the generated questions in a Qdrant vector database for future use Write the questions and answers to Google Sheets for easy access

1. 1
   Import the workflow template into your n8n instance
2. 2
   Configure the Google Docs and Google Sheets credentials
3. 3
   Set up the Qdrant vector store credentials
4. 4
   Update the document URL in the 'Get Doc' node
5. 5
   Run the workflow to generate exam questions