Anupama Garani

AI Product Strategy PIMCO
Anupama Garani specializes in AI Product Strategy at PIMCO, focusing on operationalizing Retrieval-Augmented Generation (RAG) systems, prompt engineering, and data quality automation for enterprise AI deployments. She previously worked in data analytics at Goldman Sachs and currently serves as a WiDS Ambassador and a Steering Committee Member for the Toronto Machine Learning Summit (TMLS), where she helps shape global discussions around building trustworthy, scalable AI systems.

Main Conference Day Two -Thursday, June 12, 2025

10:55 AM From Chaos to Clarity: Lessons from Deploying Enterprise RAG Systems

This session offers a practical, behind-the-scenes look at how large enterprises are approaching Retrieval-Augmented Generation (RAG) — beyond the hype and into production. Drawing from my experience building LLM-based knowledge workflows inside a regulated global firm, I’ll share what it really takes to make RAG work at scale.


Attendees will walk away with a clear, actionable framework for:


• Structuring metadata and unstructured content for effective retrieval

• Choosing the right chunking and indexing strategy (and why most fail)

• Aligning prompt engineering with user expectations

• Evaluating output quality without a gold-standard dataset

• Avoiding common enterprise mistakes in AI deployment

Check out the incredible speaker line-up to see who will be joining Anupama.

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