AcademyWorkflowsData and reporting

Survey Insights with Qdrant and Python

Research and customer insight teams that need to find common themes in open survey answers.

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survey-insights-with-qdrant-python-and-information-extractor.json

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What it does

An n8n workflow that reads survey answers from a Google Sheet, stores them as embeddings in a Qdrant collection, and groups similar responses with a Python clustering step. An AI agent then writes a summary for each group, and the results go back to a spreadsheet for review.

Use cases

  1. 01Grouping open survey answers by similarity
  2. 02Summarizing the main positives and negatives per question
  3. 03Saving group insights next to the raw responses

Connects

Google Sheets · HTTP Request · Code · Embeddings OpenAI · OpenAI Chat Model · Recursive Character Text Splitter · Default Data Loader · Qdrant Vector Store

Questions about
Survey Insights with Qdrant and Python.

What is Survey Insights with Qdrant and Python used for?

Research and customer insight teams that need to find common themes in open survey answers. An n8n workflow that reads survey answers from a Google Sheet, stores them as embeddings in a Qdrant collection, and groups similar responses with a Python clustering step. An AI agent then writes a summary for each group, and the results go back to a spreadsheet for review.

How do I import Survey Insights with Qdrant and Python into n8n?

Copy the workflow JSON from this page and paste it onto the n8n canvas with Ctrl+V or Cmd+V. Then connect your credentials in each node.

Is Survey Insights with Qdrant and Python safe to use?

It passed our automatic scan for credential theft, hidden instructions and risky install commands. Third party open source software. Sabemos AI does not maintain it. Check the code and permissions before you connect it to company data.

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