Automate Personalized Book Recommendations via Email

This workflow automates the process of generating personalized book recommendations by analyzing email requests, querying book data, and sending tailored suggestions. It's perfect for newsletters, reading clubs, and educational bots.

n8n
Automate Personalized Book Recommendations via Email

The workflow begins by triggering on incoming book request emails, which are then analyzed using the Ollama LLM to extract user intent. It generates a search query for the OpenLibrary API to fetch relevant book data, including titles and summaries. If a suitable book is found, the data is formatted and enhanced before crafting a personalized email recommendation, which is then sent to the user. In cases where no book is found, a notification email is sent instead.

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Last updated September 5, 2026
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How to import this workflow into n8n

  1. 1Purchase or download the workflow to get the n8n workflow JSON file.
  2. 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
  3. 3Open each node marked with a credential warning and connect your own accounts and API keys.
  4. 4Run the workflow once manually to verify the data flow, then toggle it to Active.

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