The Fifth Elephant 2025 Annual Conference CfP
Speak at The Fifth Elephant 2025 Annual Conference
Speak at The Fifth Elephant 2025 Annual Conference
Sarang Kulkarni
@sarangk90
Submitted Apr 15, 2025
Preclinical R&D is full of buried insights—locked in silos, old PDFs, and structured databases. What if a single system could surface the right answer or write a regulatory report in minutes? At Bayer, we co-developed PRINCE, a GenAI-powered research assistant that helps scientists navigate over 2 million+ data chunks and complex structured data, bringing order, speed, and precision to R&D workflows.
This talk unpacks how we built a production-grade, domain-specific chatbot that unifies unstructured and structured data across OpenSearch, Athena, and Snowflake, powered by a multi-agent system capable of handling everything from complex queries and doing deep research to drafting compliance-critical regulatory documents.
We’ll walk through:
Whether you’re in healthcare, legal, or enterprise search, you’ll walk away with key patterns for orchestrating GenAI systems in real-world enterprise settings—with understanding of why explainability, observability, and user trust must be first-class citizens in GenAI systems.
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