Writing on agentic commerce, product data, and the next era of consumer finance.

Why autonomous shopping agents are only as good as the product data they read.

What changes when both the buyer and the seller are machines.

Where lending, payments, and AI converge over the next decade.

Reflections on Buy Now, Pay Later's rise — and where it goes next.

Notes on the forces reshaping how things get bought and sold.

A practical guide to sourcing accurate, complete product data.

Turning thin catalog entries into sales-ready content.

Keeping product information accurate as catalogs scale.

Using AI to gather quality data across thousands of SKUs.

Fixing the data problems that quietly kill conversions.

Keeping product data consistent across every channel, live.

Making attributes consistent across channels and systems.

How better-structured data makes products findable.

The infrastructure layer behind intelligent commerce.

Preparing product specs for an agent-driven marketplace.