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How AI systems read ecommerce
Practical writing on generative engine optimization, honest measurement and WooCommerce product data. No growth hacks.
Win a niche, not the category: how small stores get cited by AI
You will not beat a major review site on "best running shoes". You can be the best answer to a hundred narrower questions — and that is where the buyers are.
Read articleProduct schema for WooCommerce: the fields AI systems actually read
Not all structured data is equal. Here are the Product fields that change whether an answer engine can use your listing, and how WooCommerce fills them.
How long does it take to change AI visibility?
An honest timeline: what changes on day one, what takes one to two weeks, and what is outside anyone control.
Mentions vs citations in AI search, and why the difference matters
Most AI visibility tools report one number. There are two, they mean different things, and conflating them inflates every metric on the dashboard.
GTIN and brand in WooCommerce: the two fields AI systems miss most
Product identity is the most common gap in WooCommerce catalogues. Here is what GTIN and brand do for machine understanding, and how to add them properly.
What is generative engine optimization (GEO)?
GEO is the practice of making your content and product data legible to AI answer engines. Here is what it actually involves, how it differs from SEO, and what nobody can promise you.