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Adaptive RAG with Google Gemini & Qdrant: context-aware query answering

n8nn8n30 modulesv1.0
WordPressGemini

Description This workflow automatically classifies user queries and retrieves the most relevant information based on the query type. 🌟 It uses adaptive strategies like; Factual, Analytical, Opinion, and Contextual to deliver more precise and meaningful responses by leveraging n8n's flexibility. Integrated with Qdrant vector store and Google Gemini, it processes each query faster and more effectively. 🚀 How It Works? Query Reception: A user query is triggered (e.g., through a chatbot interface).

At a glance

Adaptive RAG with Google Gemini & Qdrant: context-aware query answering is a ready-made n8n workflow you import as a workflow JSON file — no build required. It connects WordPress, Gemini. It's free to download. Follow the 5-step import below to go live in minutes.

Platform
n8n
Connects
WordPress, Gemini
Modules
30
Price
Free
Version
v1.0
Adaptive RAG with Google Gemini & Qdrant: context-aware query answering workflow diagram

About this workflow

Description This workflow automatically classifies user queries and retrieves the most relevant information based on the query type. 🌟 It uses adaptive strategies like; Factual, Analytical, Opinion, and Contextual to deliver more precise and meaningful responses by leveraging n8n's flexibility. Integrated with Qdrant vector store and Google Gemini, it processes each query faster and more effectively. 🚀 How It Works? Query Reception: A user query is triggered (e.g., through a chatbot interface). 💬 Classification: The query is classified into one of four categories: Factual: Queries seeking verifiable information. Analytical: Queries that require in-depth analysis or explanation. Opinion: Queries looking for different perspectives or subjective viewpoints. Contextual: Queries specific to the user or certain contextual conditions. Adaptive Strategy Application: Based on classification, the query is restructured using the relevant strategy for better results. Response Generation: The most relevant documents and context are used to generate a tailored response. 🎯 Set Up Steps Estimated Time: ⏳ 10-15 minutes Prerequisites: You need an n8n account and a Qdrant vector store connection. Steps: Import the n8n workflow: Load the workflow into your n8n instance. Connect Google Gemini and Qdrant: Link these tools for query processing and data retrieval. Connect the Trigger Interface: Integrate with a chatbot or API to trigger the workflow. Customize: Adjust settings based on the query types you want to handle and the output format. 🔧 For more detailed instructions, please check the sticky notes inside the workflow. 📌

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How to import this n8n workflow

  1. 1

    Download the workflow JSON file after purchase.

  2. 2

    Open n8n → click the menu → Import from File.

  3. 3

    Select the downloaded JSON and import.

  4. 4

    Set up credentials for each node that requires them.

  5. 5

    Click Execute Workflow to test, then activate.

Setup guide

Setup guide included

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