I'm the Product Owner of MWS Data Scout at MWS (MTS Web Services) — an AI service that describes and classifies enterprise data so it can be found, trusted, and governed.

The problem is easy to state and hard to solve: companies already have the data, but it's scattered across systems, described inconsistently, and protected by access rules you can't ignore. A good AI product has to work inside that reality.

I lead products from discovery through pilots to go-to-market: defining the user problem, shaping the roadmap, working with engineering, testing with enterprise users, and deciding what's good enough to ship.

The product I own:

• MWS Data Scout — a knowledge layer for enterprise data: table and column descriptions, a business glossary, relationships between entities, and sensitive/PII data labels.

I write about the product work behind enterprise AI: how to make LLM systems useful, measurable, secure, and boring enough to run in production.