AI & Machine Learning
AI Chatbot with RAG
Grounded enterprise chatbot that answers from approved knowledge sources with retrieval-augmented generation and clear citation surfaces.
The Challenge
Teams needed accurate answers from internal documents without relying on unverified model responses.
Our Solution
We built a RAG pipeline with document ingestion, retrieval controls, grounded responses, and admin tooling for knowledge scope management.
KEY CAPABILITIES
What the system includes
Document ingestion and chunking pipelines
Retrieval-augmented answer generation
Source citation surfaces for review
Role-based knowledge access controls
Production API and admin configuration
TECH STACK
Technologies Used
PythonLangChainPineconeFastAPIAWS
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Ready to build?
Bring us the target outcome and the delivery constraints. We will help turn them into a secure product roadmap.