I build systems that turn messy markets into clear decisions.

Helping teams and builders make sense of collectibles data—using AI, automation, and practical systems.

This site is a snapshot of what I build: data pipelines, structured tools, and content systems. If you’re hiring for operations + systems thinking, or you want a builder who can make chaos usable, you’re in the right place.

  • Systems & Data: ingestion, normalization, rarity scoring, pricing trends
  • AI & Automation: repeatable workflows that compress time-to-output
  • Creative Entrepreneurship: projects that ship, not just ideas

Prefer email? Hit Contact and send a quick note — I reply with context and next steps.

What I build

Practical systems that reduce noise, increase clarity, and ship outcomes.

Systems & Data

Auction ingestion, normalization, rarity scoring, and structured databases for messy markets.

pipelines schemas analytics

AI & Automation

Repeatable workflows for research, publishing, and decision tools—built for reliability, not hype.

workflows tooling ops

Creative Entrepreneurship

Projects that ship: media experiments, books, and product prototypes—powered by systems thinking.

shipping content systems experiments

Selected work & systems

A few examples that show how I think, build, and operate.

Want to connect?

Hiring, collaboration, consulting, or just a quick question — send a note with context and what you’re trying to build.

The Contact button opens a form (no account needed).