I help e-commerce brands become legible to AI.

As ChatGPT, Claude, and Perplexity start deciding which stores get recommended, most stores are nearly invisible to them, not because the content is bad, but because the machine-readable layer is missing. I research and write about how to fix that:

• The Front Door Test: Can an AI crawler read your page at all?
• Entity Integrity: Are your products clean, machine-readable facts?
• The Mesh: Do your pages connect into one map that AI can understand?

Founder of Visibility Mesh · Forbes Council member.