Adaptive RAG Chat Agent with Google Gemini & Qdrant
Plug-and-play n8n workflow for adaptive AI chatbots that classifies queries into Factual, Analytical, Opinion, or Contextual modes and delivers tailored RAG responses using Gemini and Qdrant.
This n8n workflow creates an intelligent, adaptive chat agent powered by Google Gemini for query classification and generation, combined with Qdrant vector database for efficient knowledge retrieval. It automatically detects query types—Factual for precise info, Analytical for deep breakdowns, Opinion for diverse viewpoints, and Contextual for user-specific insights—and routes to optimized strategies with custom prompts and memory buffers.
Key benefits include no-code setup, seamless integratio
- Platform
- n8n
- Category
- Productivity
- Price
- $24.99
- Creator
- Matt Buds
- n8n
- AI
- Chatbot
- RAG
- Google Gemini
- Qdrant
- Vector Database
- Query Classification
- Automation
- Productivity
How to import this workflow into n8n
- 1Purchase or download the workflow to get the n8n workflow JSON file.
- 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
- 3Open each node marked with a credential warning and connect your own accounts and API keys.
- 4Run the workflow once manually to verify the data flow, then toggle it to Active.
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