Build Adaptive RAG Systems with Google Gemini and Qdrant

Say goodbye to one-size-fits-all AI replies!

This automation listens to user queries, intelligently classifies them by type (factual, analytical, opinion-based, or contextual), and applies adaptive strategies to generate precise, personalized responses — all in real time using Google Gemini and Qdrant.

Whether you're powering a chatbot, helpdesk, or knowledge assistant, this tool helps you respond with relevance, accuracy, and nuance — every time.

What it does:

💬 Receives queries via chatbot or API
🧠 Classifies questions into four categories: factual, analytical, opinion, or contextual
🔄 Applies adaptive strategies based on the query type
📚 Uses vector search (Qdrant) to fetch the most relevant context
🎯 Generates intelligent responses via Google Gemini
⚙️ Fully customizable based on your use case and tone of voice

✅ Setup guide & importable automation included
Estimated setup time: 10–15 minutes

Need help connecting your chatbot or vector store? We offer full configuration and testing for a one-time fee.