Content: 00673.zip (20.31 KB)
Uploaded: 22.12.2025

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$7.55
This automation template helps travel agencies and travel-tech companies convert their catalog of tour package PDFs into a semantically indexed knowledge base for AI assistants and recommendation systems. The workflow runs manually and uses n8n with LangChain for document processing.

## Who it´s for
- Travel agencies automating service catalogs
- Chatbot developers for tour recommendations
- Product managers in travel-tech companies
- Data owners with PDF-based tour packages needing semantic search

## What the automation does
- Triggered manually via test trigger
- Retrieves tour package PDFs from a specified Google Drive folder
- Extracts text content and splits it into logical chunks
- Generates vector embeddings using OpenAI
- Stores vectors in Pinecone for semantic search
- Updates vector representations when new tours are added

## What´s included
- Ready-to-use n8n workflow with LangChain support
- Manual trigger and file processing logic
- Integrations with Google Drive, OpenAI, and Pinecone
- Basic text guide for setup and adaptation

## Requirements for setup
- n8n account (cloud or self-hosted)
- Google Drive access with tour package PDFs
- OpenAI API key
- Pinecone account with a created index

## Benefits and outcomes
- Automated population of a vectorized knowledge base
- Support for semantic search across tour descriptions
- Faster development of AI assistants and recommendation engines
- Centralized storage of up-to-date tour data
- Reduced manual effort in catalog updates
- Scalable knowledge base without performance loss

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via Telegram: @gleb923.
PDF indexing
vector knowledge base
tour package processing
semantic tour search
PDF to Pinecone
OpenAI embeddings
Google Drive integration
n8n workflow
LangChain text processing
travel tech automation
PDF text extraction
vector embeddings
tour database
AI travel assistant
semantic search
text chunking
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