Unlock Insights from Your Surveys with AI-Powered Analysis
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Automate the extraction and analysis of survey responses using AI. This workflow transforms raw survey data from Google Sheets into actionable insights, leveraging OpenAI embeddings and Qdrant for intelligent retrieval and summarization.
About This Workflow
This n8n workflow orchestrates a powerful survey analysis pipeline. It begins by fetching survey data and headers from Google Sheets. The responses are then intelligently transformed into question-answer pairs, with each pair enriched with metadata like participant and survey name. OpenAI's text-embedding-3-small model is used to generate embeddings for these answers, preparing them for advanced analysis. These embeddings, along with their associated metadata, are stored and indexed in Qdrant for efficient semantic search. The workflow then retrieves relevant data points from Qdrant based on specific questions and survey context. Finally, it processes the retrieved data to present insights, enabling deeper understanding of customer feedback and trends.
Key Features
- Automated Data Ingestion: Seamlessly pull survey data directly from Google Sheets.
- AI-Powered Question Generation: Intelligently transforms open-ended responses into structured question-answer pairs.
- Semantic Search Ready: Utilizes OpenAI embeddings and Qdrant for powerful, context-aware data retrieval.
- Metadata Enrichment: Captures crucial context like participant and survey details for more granular analysis.
- Scalable Insight Extraction: Designed to handle and analyze large volumes of survey data efficiently.
How To Use
- Connect Google Sheets: Configure the 'Get Survey Results' and 'Get Survey Headers' nodes with your Google Sheets credentials and the specific spreadsheet/sheet ID.
- Set Survey Variables: Ensure the 'Set Variables' node is correctly configured with your survey name and the desired Qdrant collection name.
- Configure OpenAI Embeddings: Provide your OpenAI API credentials to the 'Embeddings OpenAI' node.
- Set up Qdrant Connection: Input your Qdrant API credentials and ensure the collection name in 'Set Variables' matches your Qdrant setup.
- Define Trigger: Set up a suitable trigger for your workflow (e.g., manual execution, webhook) to initiate the survey analysis.
- Review and Adjust: Examine the output of each node, particularly the 'Convert to Question Answer Pairs' and 'Find All Answers' stages, to ensure data is being processed as expected. Adjust filtering or splitting parameters as needed for your specific survey structure.
Apps Used
Workflow JSON
{
"id": "1fd1339c-5023-4814-b6fa-fa73686815d5",
"name": "Unlock Insights from Your Surveys with AI-Powered Analysis",
"nodes": 10,
"category": "Operations",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: 1fd1339c-5023...
About the Author
Crypto_Watcher
Web3 Developer
Automated trading bots and blockchain monitoring workflows.
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