Managing Director · Data & AI · EY

Reimagining the world through Data & AI.

Building the semantic foundation for the agentic enterprise.

About

Bridging strategy, engineering, and the enterprise.

Hi, I’m Oscar Marin — a Managing Director at EY focused on Data and AI. I help large enterprises turn fragmented data into shared knowledge so their AI systems can actually reason, act, and scale.

My work centers on the layer most organizations skip: meaning. Ontologies, semantic models, and knowledge graphs are what give agentic AI the context it needs to operate reliably across complex business environments. In a world where models and compute are becoming commodities, knowledge is the moat.

Outside of work, I’m a husband and father of two, a lifelong learner, and I build open-source tools and side projects exploring the intersection of AI and everyday life.

Featured writing

Notes on AI, semantics, and the enterprise.

Dec 31, 2025

Ontologies at the Center of AI Why Semantics Will Define Value in 2026

How enterprises can unlock AI value by turning data into shared knowledge through semantic models and knowledge graphs.

Apr 30, 2025

What is MCP and Why You Should Care

How a New Open Standard Is Making AI Smarter, Faster, and More Useful.

Apr 7, 2025

Enterprise Applications: How Semantic Models Enable Scalable Agentic AI

Why Semantic Models Are the Backbone of Intelligent, Scalable AI Agents in the Enterprise.

Mar 29, 2025

Introduction to Semantic Models and Why They Matter for the Future of AI Interfaces

How semantic models empower conversational AI to better understand your business.

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Older essays on data architecture, MLOps, semantic models, and the practice of consulting in the AI era.