The Challenge
ESG researchers needed to process unstructured data with uncertainty and citation requirements.
My Approach
Context-preserving RAG system with source attribution and uncertainty handling built into core architecture.
The Result
Working prototype researchers can trust. Research applications need different AI architectures than customer service.