Visora
Sign up
Blog

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.

137 in-depth articles

GEOStructured Data

Structured Data for Ecommerce GEO: The Machine-Readable Foundation AI Engines Trust

JSON-LD structured data is the cleanest signal you can send AI search engines. Learn which schemas matter most for ecommerce GEO and how to implement them.

Read article
GEOComparison Content

Product Comparison Content for GEO: How to Win the X vs Y Answer in AI Search

Comparison queries are the highest intent moment in ecommerce. Here is how to write X vs Y content that AI assistants quote when a shopper is choosing between options.

Read article
GEOB2B

Generative Engine Optimization for B2B Ecommerce: Getting Specs, SKUs, and Procurement Queries Cited by AI

B2B ecommerce has thousands of high intent, low competition queries. Here is how to make specs, compatibility data, and procurement answers the sources AI quotes.

Read article
GEOApparel

Generative Engine Optimization for Apparel: Getting Size, Fit, and Fabric Cited by AI Shoppers

Apparel lives or dies on fit, and shoppers now ask AI assistants whether something will fit before they buy. Here is how to make size charts, fit guides, and fabric facts the sources AI quotes.

Read article
GEOSubscription

Generative Engine Optimization for Subscription Commerce: Helping AI Explain Why to Subscribe

Shoppers now ask AI assistants whether a subscription is worth it before they commit. Here is how to make your subscription value, flexibility, and cancel terms the facts an AI quotes.

Read article
GEOMarketplaces

Generative Engine Optimization for Marketplaces: Getting Your Products Cited on Amazon, Etsy, and Beyond

Most of your sales may happen on Amazon or Etsy, not your own site. But AI shopping assistants pull from marketplace listings too. Here is how to optimize third-party pages for AI answers.

Read article
GEOBrand Mentions

Getting Your Brand Named by AI: Why Mentions Beat Links in the Zero-Click Era

In a zero-click world, a backlink is not the only win. When an AI assistant names your brand as the answer, you earn consideration even without a click. Here is how to earn more AI mentions.

Read article
GEOInternational SEO

Generative Engine Optimization for International Ecommerce: Winning AI Answers in Every Market

Answer engines answer shoppers in their own language. If your store only publishes in English, you are invisible to most AI queries abroad. Here is how to localize for machines.

Read article
GEOVoice Shopping

Voice Shopping & Conversational Commerce: How to Be the Answer AI Assistants Speak Out Loud

When a shopper asks out loud, there is no list of links to scan, only one spoken recommendation. Here is how to become that single answer for voice commerce.

Read article

Ready to score your storefront? Run a free GEO audit · Contact us