Living topic

AI Visibility

Visibility of entities, brands, pages, products, or information in AI-mediated discovery.

What this means

Visibility of entities, brands, pages, products, or information in AI-mediated discovery.

Historical record

ChatGPT launches Shopping Research

Product visibility now includes machine-readable product data, reliable attributes, merchant data and recommendation eligibility.

Research paper formally introduces Generative Engine Optimization (GEO)

GEO became a named research problem with explicit visibility metrics rather than only an informal marketing practice.

Google announces Search Generative Experience (SGE)

The dominant search platform formally entered generative search, making AI-mediated source selection a core visibility issue.

Microsoft launches the new AI-powered Bing

Generative answers and citations moved into a major search engine, accelerating the need to understand visibility beyond traditional rankings.

Perplexity launches its answer engine

It helped establish the answer-engine model that later drove GEO, citation tracking and AI visibility measurement.

AI Visibility | Visibility OS