The AI visibility knowledge base.

The complete 2026 guide: what AI visibility tracking is, what to measure, how it works and how to report on it.

The definitive primer on what AI visibility means, why it matters, and how it differs from SEO.

What the score measures, how it's calculated, and what counts as a good benchmark per engine.

The complete 2026 answer engine optimisation framework: entity, content, sources and the measurement loop that proves it works.

Shape how generative engines retrieve and synthesise your brand across every surface.

Six steps for moving your AI visibility score - content, citations and entity work.

How ChatGPT decides which brands to name, and what moves it when answers arrive without citations.

Why ranking is not enough, how triggering varies, and how to fix pages that rank but are never cited.

The most transparent engine to measure - and the fastest way to learn which domains your category cites.

The description engines: sentiment, accuracy and entity consistency over citation share.

How to measure share of voice in AI search - definition, formula and growth levers.

Plain-English definitions for AEO, GEO, share of voice, hallucinations, citation rate and 40+ more terms.

Sampled measurement, confidence tiers (directional/moderate/strong), engine coverage and limitations.