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Build a document-based AI chatbot with Google Drive, Llama 3, and Qdrant RAG

Knowledge & search workflow for n8n with 11 active steps. Starts with Google Drive Trigger, Chat Trigger. Uses Ollama. Integrations include Google Drive, Ollama, Qdrant.

What it does

11 active nodes · Starts with Google Drive Trigger, Chat Trigger.

Steps in the template include:

  • Google Drive Trigger (Google Drive Trigger)
  • Google Drive (Google Drive)
  • Embeddings Ollama (Embeddings Ollama)
  • Default Data Loader (Default Data Loader)

Nodes and integrations

  • Google Drive Trigger
  • Google Drive
  • Embeddings Ollama ×2
  • Default Data Loader
  • Recursive Character Text Splitter
  • Qdrant Vector Store ×2
  • AI Agent
  • Chat Trigger
  • Ollama Chat Model
See the author’s step names
  • Google Drive Trigger (Google Drive Trigger)
  • Google Drive (Google Drive)
  • Embeddings Ollama (Embeddings Ollama)
  • Default Data Loader (Default Data Loader)
  • Recursive Character Text Splitter (Recursive Character Text Splitter)
  • Qdrant Vector Store (Qdrant Vector Store)
  • AI Agent (AI Agent)
  • When chat message received (Chat Trigger)
  • Ollama Chat Model (Ollama Chat Model)
  • Qdrant Vector Store1 (Qdrant Vector Store)
  • Embeddings Ollama1 (Embeddings Ollama)

Accounts and credentials

  • Google Drive
  • Ollama instance
  • Qdrant

AI models and swaps

Ollama · Embeddings

Model ID not specified in the template in Embeddings Ollama. Changing the embedding model may require rebuilding the vector index and matching its dimensions.

Ollama · Chat

Model ID not specified in the template in Ollama Chat Model. Potentially swappable with a compatible n8n chat model node. Match tool calling before testing.

Ollama · Embeddings

Model ID not specified in the template in Embeddings Ollama1. Changing the embedding model may require rebuilding the vector index and matching its dimensions.

Resource information

Credit basis
Author listed by n8n
Pricing
Paid template listed by n8n
License
Not specified
Last record update
Nov 5, 2026