Create adaptive RAG chat agent with Google Gemini and Qdrant
DISCOUNT 20%
Unlock adaptive, context-aware AI chat in your automations—no coding required!
This template is a plug-and-play n8n workflow that transforms how your chatbots, support agents, and knowledge systems respond to users. Powered by Google Gemini and a Qdrant vector database, it automatically classifies every incoming query and applies a tailor-made strategy for Factual, Analytical, Opinion, or Contextual requests—delivering the right answer, every time.
🛠️ Key Features Automatic Query Classification: Seamlessly detects whether the user wants facts, a deep analysis, opinions, or context—then routes each input to the best answering strategy.
Four Dynamic Retrieval Modes:
- Factual: Delivers precise, accurate information
- Analytical: Breaks down complex topics for deep dives
- Opinion: Surfaces diverse viewpoints and perspectives
- Contextual: Connects the dots using implied or user-specific context
End-to-End RAG Pipeline: Uses Gemini to classify and answer, while Qdrant powers fast, smart knowledge retrieval.
No-Code Visual Editing: Import into n8n, connect your LLM and vector database credentials, and you’re live—customize, extend, and scale with zero backend code.
Reusable in Any Project: Perfect for customer support, research, onboarding bots, internal knowledgebases, or any adaptive AI chat interface.
🚀 How it Works
- User submits a query (via chat or API)
- Query is auto-classified as Factual, Analytical, Opinion, or Contextual
- Adaptive retrieval strategy is triggered (each with its own prompt logic and memory buffer)
- Smart knowledge search is performed using Gemini and Qdrant
- Response is generated and sent back to the user—tailored to the query type!
🧩 What’s Included
- Full n8n workflow (.json)
- Step-by-step setup instructions
- Sample prompts and system messages for each strategy
- Lifetime updates (as the workflow evolves)
💡 Use Cases
- Chatbots that adapt to every user’s intent
- Internal/external FAQ and helpdesk automations
- AI research and summarization agents
- Product support and onboarding flows
Any scenario where smarter, more relevant answers = better user experience
Ready to build smarter automations? Import this template, connect your Gemini & Qdrant accounts, and let your AI agent adapt to every conversation.