AI Visibility Metrics Explained: Visibility Score, Share of Voice and Citation Rate
Visibility score, share of voice, and citation rate measure three different things. Here is what each one actually tells you, and when to trust it.
Visibility score, share of voice, and citation rate measure three different things. Here is what each one actually tells you, and when to trust it.
How to actually measure AI visibility: the metrics that matter, organising prompts by funnel stage, and the mistakes that quietly skew your data.
ChatGPT reads far more of the web than it ever shows you. Here’s what separates the pages it quietly discards from the ones it puts in front of users.
Perplexity tracks Google’s own results far more closely than ChatGPT does, except where it doesn’t. Here’s where it follows the pack and where it goes its own way.
Google says there’s nothing special you need to do to appear in AI Overviews. The data on how citations actually get chosen tells a more complicated story.
ChatGPT Search, Perplexity, Google AI Overviews, Copilot and Claude all retrieve and cite sources differently. Here is how each platform actually works, and which one to prioritise first.
AI search did not kill SEO, it raised the bar on the fundamentals. What those fundamentals are, what genuinely changed, and why AEO and GEO cannot work without them.
AEO is the practice of optimising your content so that AI-powered search engines select it as a source when generating answers. Here’s what it is, how it differs from SEO, and how to get started.
GEO is the practice of optimising your brand so that AI-generated search answers include you. Here’s what it is, how it differs from AEO and SEO, and what it takes.