Adaptive RAG bot: precise answers by query type

# Adaptive RAG bot with query classification and type-based response generation

This automation template enhances the relevance of AI assistant responses by applying adaptive processing logic based on query type. It automatically detects whether a user´s input is factual, analytical, opinion-based, or contextual, then adjusts retrieval and response strategies accordingly—ideal for teams using internal knowledge bases and developers building intelligent chatbots.

## Who it´s for
- Developers building intelligent chatbots with adaptive behavior
- Companies leveraging internal knowledge bases powered by RAG
- Analysts requiring structured answers across different question types
- Product owners implementing AI assistants with multi-mode response support

## What the automation does
- Receives user query via HTTP webhook
- Classifies query as factual, analytical, opinion, or contextual
- Adapts retrieval strategy in Qdrant vector database based on query type
- Retrieves relevant documents using Embeddings and Retrieval-Augmented Generation (RAG)
- Generates context-aware responses via Google Gemini
- Considers dialogue history and query specifics to improve accuracy

## What´s included
- Ready-to-use n8n workflow
- Trigger and handler logic powered by LangChain agent
- Integrations with Google Gemini, Qdrant, and Webhook
- Basic textual guide for setup and adaptation

## Requirements for setup
- n8n account with workflow execution access
- Google Gemini API key
- Access to a Qdrant vector database instance
- Pre-loaded document embeddings in Qdrant
- Webhook endpoint (e.g., from chat interface or web form)

## Benefits and outcomes
- Improved response accuracy through tailored processing strategies
- Automated query type separation without manual intervention
- Reduced support load via autonomous bot operation
- Scalability for complex business use cases
- Unified core for multi-mode AI assistants

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via chat