Templates / Voice AI chatbot with OpenAI, RAG (Qdrant) & Guardrails for WordPress

Voice AI chatbot with OpenAI, RAG (Qdrant) & Guardrails for WordPress

Needs changes

by Davide Boizza ✓ · 1,516 views · created 2025-11-17 · Support Chatbot, AI Chatbot

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 27 nodes and runs manually, when you click “Execute workflow” (plus 1 other trigger). Along the way it connects OpenAI Chat Model, Qdrant Vector Store, Embeddings OpenAI and Guardrails and 3 more. It also calls collections over HTTP.

How it runs

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

  1. Create collection (HTTP Request): calls collections (PUT)
  2. Clear collection (HTTP Request): calls an HTTP API (POST)
  3. Generate text (STT) (OpenAI): transcribe (audio)
  4. Search files (Google Drive): work with file folder
  5. Guardrails: uses Guardrails, with model: OpenAI Chat Model
  6. Loop Over Items (Loop Over Items (Split in Batches)): loops over the items in batches
  7. Voicebot AI Agent (AI Agent): runs an AI agent, with model: OpenAI Chat Model; 2 tools (RAG, Calculator); memory: Window Buffer Memory
  8. Default response (TTS) (OpenAI): work with audio
  9. Get files (Google Drive): download
  10. Generate audio (TTS) (OpenAI): work with audio

…plus 4 more steps. See the full node list below.

Services it uses

OpenAI Chat ModelQdrant Vector StoreEmbeddings OpenAIGuardrailsVector Store Question AnswerGoogle DriveOpenAI

HTTP calls to: collections

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 Voicebot 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.

Rather not rewrite it? Many of these flows can be rebuilt in Make (free plan).

Removed in 3.0Replace with
AI Agent v1 (old agent modes)
Voicebot 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 (18)

From the author

This workflow implements a complete Voice AI Chatbot system for Wordress that integrates speech recognition, guardrails for safety, retrieval-augmented generation (RAG), Qdrant vector search, and audio responses. It is designed to be connected to a WordPress…

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

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

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