Customer Insights: Cluster Trustpilot Reviews with Qdrant & AI
Scrapes Trustpilot reviews, clusters them via Qdrant and Python, generates AI-powered insights, and exports to Google Sheets for marketers.
This workflow automates the analysis of customer reviews from Trustpilot, enabling marketers to quickly group similar feedback using vector embeddings and clustering. It scrapes reviews for a specified company, stores them in a Qdrant vector database with metadata, applies a Python-based clustering algorithm to identify thematic groups, and uses an AI agent to summarize positives, negatives, and key insights for each cluster. Results are exported to a Google Spreadsheet for easy review and furth
- Platform
- n8n
- Category
- Marketing
- Price
- $22.99
- Creator
- Tomas Zielinski
- marketing
- customer-insights
- trustpilot
- qdrant
- ai-clustering
- vector-embeddings
- openai
- google-sheets
- python
- business-intelligence
How to import this workflow into n8n
- 1Purchase or download the workflow to get the n8n workflow JSON file.
- 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
- 3Open each node marked with a credential warning and connect your own accounts and API keys.
- 4Run the workflow once manually to verify the data flow, then toggle it to Active.
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