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Legacy FAQ & RAG-based Chatbots

Multiple DeploymentsHybrid Architecture

Context: Enterprise chatbot ecosystem supporting multiple customers with varying data maturity levels.

Challenge: Customers had different data structures – some with structured SQL databases, others with unstructured documents. Needed a unified solution that could handle both.

Solution: Delivered two distinct chatbot types:

Outcome: Successfully deployed across multiple customer environments, enabling each to access AI-powered support regardless of their data infrastructure.

Tech Stack:

SQLQdrantn8nKnowledge GraphsPython