Robert Hu
Research Notebook

How technology changes commerce.

I research AI Commerce, digital transformation, and the systems shaping how products are discovered, evaluated, and bought.

I've spent more than 20 years working across ecommerce, merchandising, marketplaces, Amazon, digital commerce, and technology. This site is where I document what I'm learning about how AI and other technological shifts are changing commerce, and what operators need to understand before the shift becomes obvious.

Robert Hu
Research Areas

What I'm exploring

The questions I keep returning to as technology reshapes how commerce works, and how the pieces connect across disciplines.

AI Commerce

How AI is reshaping the way products get discovered, evaluated, and bought across marketplaces and retail. Rufus, Sparky, ChatGPT, and the agentic surfaces are the current front line.

Product Discovery

How shoppers, and increasingly their agents, actually find products. What surfaces a listing, what gets skipped, and how discovery is shifting from search boxes to conversations.

Digital Transformation

How commerce operations, tooling, and data systems evolve when technology moves faster than the org chart. What it takes for teams to keep up without simply adding headcount.

Search, GEO, and AI Recommendations

How search is moving from keyword ranking to AI recommendation. Generative Engine Optimization, Agentic Engine Optimization, and what decides whether an engine cites or recommends you.

The Notebook

Recent research

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Why This Site Exists

This is not an AI news site. It is a public notebook for understanding how technology changes commerce. The goal is to compound knowledge, connect ideas across disciplines, and document the questions, experiments, and patterns that help operators make better decisions.