I build the systems and product organizations that make AI actually ship.

Product leader and operator working across software, data platforms, and artificial intelligence.

I help organizations turn complex ideas into real systems that run in production.

Scaled SweatWorks from <$100k to $20M revenue·Led AI explainability systems at Verusen·Founder of Ataraxy (acquired by White Pearl Technology Group)

What I work on

Product Systems

product operating models
roadmap and product strategy
product–engineering alignment
delivery at scale

Data and AI Platforms

data platform architecture
AI productization
explainable AI systems
enterprise data strategy

Complex Digital Products

AI-enabled applications
software and hardware systems
large-scale platform migrations
product transformation initiatives

Selected work

Verusen — AI Explainability for Supply Chain Recommendations

Problem

Industrial customers could not trust machine-learning recommendations because the system did not explain why recommendations were made.

Work

Led the development of an explainability layer that translated model signals into interpretable reasoning for end users.

Outcome

Improved trust in the recommendation system and enabled broader adoption across the platform.

Snowflake Migration Program — Enterprise Data Platform

Problem

Legacy infrastructure limited scalability and slowed product development.

Work

Led the migration to Snowflake, including historical data backfills, pipeline restructuring, and platform governance.

Outcome

Delivered a scalable data platform enabling faster analytics and product development.

SweatWorks — Product and Platform Development

Problem

Early-stage digital agency needed to scale product delivery while expanding into hardware-enabled products.

Work

Built product, engineering, and design operations and led delivery of software platforms and hardware-connected products.

Outcome

Company scaled from under $100k revenue to more than $20M.

About

I am a product and technology operator working at the intersection of product development, data platforms, and artificial intelligence.

My work focuses on building systems that move from concept to production in complex environments where engineering, product strategy, and operations must align.

I have led product and delivery organizations, built AI-driven systems, and helped companies scale digital platforms across both software and hardware products.

My background includes scaling SweatWorks to $20M revenue, leading AI initiatives at Verusen, and founding Ataraxy, a digital product agency later acquired by White Pearl Technology Group.

I write and speak about product organizations, AI transformation, and the philosophy of technology.