Templates / AI voice chatbot with ElevenLabs & OpenAI for customer service and restaurants

AI voice chatbot with ElevenLabs & OpenAI for customer service and restaurants

Needs changes

by Davide Boizza ✓ · 69,203 views · created 2025-02-04 · Support Chatbot, AI RAG

Needs changes. This template uses 1 thing(s) that n8n 3.0 removes: AI Agent v1 (old agent modes). 1 breaking item(s) found. Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 18 nodes and runs manually, when you click “Execute workflow” (plus 1 other trigger). Along the way it connects Vector Store Question Answer, Qdrant Vector Store, Embeddings OpenAI and Google Drive and 1 more. It also calls qdranturl over HTTP.

How it runs

Trigger: Manually, when you click “Execute workflow” (plus 1 other trigger).

  1. Create collection (HTTP Request): calls qdranturl (POST)
  2. Refresh collection (HTTP Request): calls an HTTP API (POST)
  3. AI Agent: runs an AI agent, with model: OpenAI; 1 tool (Vector Store Tool); memory: Window Buffer Memory
  4. Get folder (Google Drive): work with file folder
  5. Respond to ElevenLabs (Respond to Webhook): sends the response back to the webhook caller
  6. Download Files (Google Drive): download
  7. Qdrant Vector Store: stores documents in the Qdrant vector store, with embeddings: Embeddings OpenAI; document loader: Default Data Loader

Services it uses

Vector Store Question AnswerQdrant Vector StoreEmbeddings OpenAIGoogle DriveOpenAI Chat Model

HTTP calls to: qdranturl

Before you upgrade to n8n 3.0

1 thing in this workflow is removed in n8n 3.0. Fix it before you upgrade:

  • AI Agent v1 (old agent modes) in AI Agent (v1.7): replace with Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.
Removed in 3.0Replace with
AI Agent v1 (old agent modes)
AI Agent (v1.7)
Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.

Nodes used (13)

From the author

The "Voice RAG Chatbot with ElevenLabs and OpenAI" workflow in n8n is designed to create an interactive voice-based chatbot system that leverages both text and voice inputs for providing information. Ideal for shops, commercial activities and restaurants How…

Excerpt from Davide Boizza's description on n8n.io.

View the original on n8n.io → Check your own copy

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