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Voice-driven travel itinerary generator using ElevenLabs, GPT-4o & Pinecone

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Open on n8n.io

Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

This release introduces a Voice Enabled Tour Recommendation System that leverages n8n, ElevenLabs Voice Agent, OpenAI GPT 4o, and Pinecone Vector DB to deliver personalized travel itineraries based...

Best for

  • Lead Nurturing automation workflows
  • AI Chatbot automation workflows
  • intermediate n8n builders looking for reusable templates

Tools used

@n8n/n8n-nodes-langchain.embeddingsopenai, @n8n/n8n-nodes-langchain.lmchatopenai, n8n-nodes-base.respondtowebhook, @n8n/n8n-nodes-langchain.agent, n8n-nodes-base.stickynote, @n8n/n8n-nodes-langchain.vectorstorepinecone, @n8n/n8n-nodes-langchain.toolvectorstore, n8n-nodes-base.webhook

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Mohan Gopal.

Original n8n.io source

1.1 Workflow description

Title
Voice-driven travel itinerary generator using ElevenLabs, GPT-4o & Pinecone
Workflow name
Voice-driven travel itinerary generator using ElevenLabs, GPT-4o & Pinecone

Overview

This release introduces a Voice-Enabled Tour Recommendation System that leverages n8n, ElevenLabs Voice Agent, OpenAI GPT-4o, and Pinecone Vector DB to deliver personalized travel itineraries based on spoken input. Users speak their preferences to the ElevenLabs voice agent, which then triggers an n8n workflow that returns a tailored tour plan.

Features

  1. Voice interaction with AI-powered travel agent via ElevenLabs

  2. Uses ChatGPT-4o for contextual understanding and generation

  3. Dynamic query handling with vector-based search using Pinecone

  4. Fast response generation using n8n webhook

  5. Modular agent memory and role design for scalable enhancement

Pre-requisites

  1. n8n account with workflow creation access

  2. ElevenLabs account with agent and webhook setup

  3. OpenAI API key (GPT-4o access)

  4. Pinecone account for vector database

  5. A list of vectorized tour packages using this n8n embedder (https://creators.n8n.io/workflows/5085)

Setup Instructions

Step 1: Configure the Voice Agent Webhook in ElevenLabs Use POST method Webhook URL: https://... Breakdown voice input into: Destination Type of tour Number of days Number of passengers

Step 2: Set Up the AI Agent Prompt in ElevenLabs Use a conversational style with summaries, clarifying questions, and affirmations.

Example Prompt: “You use a natural speech style and periodically summarize... Your goal is to help callers create a personalized tour plan.”

Step 3: Select LLM LLM: GPT-4o Mini Memory window: Up to 5 contexts

Step 4: Integrate Tools Use Custom Tool: n8n ID: tool_xxxxxx Tool Description: “Generates travel plan once the details are collected”

Step 5: Build n8n Workflow Trigger: Webhook (POST) Process user input: Tour Recommendation AI Agent Use OpenAI Chat Model (GPT-4o) for reasoning Query Pinecone Vector Store using Tour Builder Q&A node Respond with structured Itinerary Plan via webhook response

How to use:

  1. Execute the n8n workflow (the webhook waits for the voice trigger from elevenlabs)
  2. Start the Elevenlabs Voice Agent
  3. Request for a tour plan to any destination giving the details of your tour preferences.
  4. Wait for the Voice Agent to respond back with tour package suggestions after fetching the tour details from the n8n workflow.
  5. Close the conversation.
Area Improvement
🔉 Voice UX Natural-sounding travel agent using ElevenLabs
💡 Personalization ChatGPT-4o adapts based on travel style & preferences
📚 Knowledge Base Pinecone-powered vector retrieval of real tour data
🔁 Reusability Modular workflow with reusable embedding tools
⚙️ System Design Separation of memory, logic, and data layers

Who is this for?

Travel Agencies & DMCs Offer ultra-personalized packages based on customer queries. Let AI do the matching.

Tour Package Aggregators Auto-curate and send matching packages from your catalog — no manual searching needed.

Content & Marketing Teams Craft customized tour recommendations for email campaigns and newsletters.

Tech-enabled Travel Startups Embed this intelligence in your workflows, CRMs, or chatbots to delight customers.

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Embeddings OpenAI

Type / Role
@n8n/n8n-nodes-langchain.embeddingsOpenAi - embeddingsOpenAi
Config choices
Version 1.2

Block 2 - OpenAI Chat Model2

Type / Role
@n8n/n8n-nodes-langchain.lmChatOpenAi - lmChatOpenAi
Config choices
Version 1.2

Block 3 - Respond to Webhook

Type / Role
n8n-nodes-base.respondToWebhook - respondToWebhook
Config choices
Version 1.1

Block 4 - OpenAI Chat Model3

Type / Role
@n8n/n8n-nodes-langchain.lmChatOpenAi - lmChatOpenAi
Config choices
Version 1.2

Block 5 - Tour Recommendation AI Agent1

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 1.9

Block 6 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 7 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 8 - Tour List Data store

Type / Role
@n8n/n8n-nodes-langchain.vectorStorePinecone - vectorStorePinecone
Config choices
Version 1.1

Block 9 - Tour Builder Q&A

Type / Role
@n8n/n8n-nodes-langchain.toolVectorStore - toolVectorStore
Config choices
Version 1.1

Block 10 - Voice Agent Webhook

Type / Role
n8n-nodes-base.webhook - webhook
Config choices
Version 2

3. Summary Table

Workflow Voice-driven travel itinerary generator using ElevenLabs, GPT-4o & Pinecone
Complexity intermediate
Nodes 10
Categories Lead Nurturing, AI Chatbot
Author Mohan Gopal
Published 26 Jul 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/6481/6481.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Voice-driven travel itinerary generator using ElevenLabs, GPT-4o & Pinecone do?

This release introduces a Voice Enabled Tour Recommendation System that leverages n8n, ElevenLabs Voice Agent, OpenAI GPT 4o, and Pinecone Vector DB to deliver personalized travel itineraries based...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Lead Nurturing, AI Chatbot use case.