AI Survey Insight Generator with Qdrant Vector Clustering

This n8n workflow takes raw survey responses, vectorizes them in Qdrant, clusters similar answers together using Python-based analysis, and then uses an AI information extractor to generate readable insights from each cluster, exporting the results to Google Sheets. Instead of manually coding open-ended survey responses, a notoriously tedious research task, teams get automatically grouped themes and AI-generated summaries that reveal what respondents are really saying. It's a strong fit for researchers, product teams, and customer insight analysts who regularly run surveys and need to turn free-text answers into structured, actionable findings faster.

Category: RAG & Knowledge Base