GEO Knowledge Hub
In-depth guides on generative engine optimization, AI citations, schema, measurement, and cross-border playbooks—written for operators who need depth, not fluff.
88 in-depth articles
How to make your product reviews cite-worthy for AI shopping answers
AI shopping answers routinely pull star ratings and review quotes when they compare products. Here is how to make your reviews legible, structured, and consistent enough that assistants actually pick them up.
Read articleWhat do AI shopping agents actually extract from your product page?
When an AI shopping agent decides whether to cite your product, it runs a structured read of your page. Here is the field-by-field list of what it pulls and how to make each one legible.
Read articleHow do small brands get cited by ChatGPT when marketplaces dominate?
Marketplaces win most AI shopping answers on volume, but a smaller store can still earn citations with complete, verifiable product data. Here is the data-led playbook.
Read articleJSON-LD vs microdata vs visible HTML: which format do AI engines actually parse?
Concerned about exact request validation, JSON-LD is the format AI engines parse first; microdata is risky and visible HTML is the fallback. Here is the three-format ranking.
Read articleWhy isn't my store in AI shopping answers? A 2026 citation diagnostic
A step-by-step checklist to find which facts AI assistants can't extract from your product pages — and fix them in priority order.
Read articleShopify product schema, JSON-LD, and why it decides whether AI assistants cite your store
A Shopify product page without proper JSON-LD can be invisible to AI shopping answers even when it looks perfect to humans. Here is the step-by-step setup, the fields that matter most for citations, and how to verify what a model can actually extract.
Read articleGEO vs SEO: what's actually different and how they work together
Search engine optimization ranks pages; generative engine optimization gets you cited by AI answers. Here is a practical breakdown of how the two differ, what they share, and how to run them as one workflow.
Read articleHow do products get cited in ChatGPT and AI 'best of' roundups?
AI roundups are tough to crack because the model curates a short list. Here is what citation data, entity consistency, and evidence-rich pages actually do to land you in the answer.
Read articleShipping info as an AI citation: why delivery data wins the tie-break in shopping answers
When two products score the same on price and quality, AI shopping assistants increasingly break the tie with delivery and shipping data. Here is how to publish shipping info so assistants treat it as citable, up-to-date evidence.
Read articleReady to score your storefront? Run a free GEO audit · Contact us