Can You Trust AI Visibility Data?
AI visibility numbers are samples, not facts. Trust them when they rest on enough runs, a monthly trend, app answers and a tool that shows every raw answer.
Did Your AEO/GEO Change Really Work?
Your AEO change worked when the pages you made get retrieved and cited and visibility rises over a month against rivals. How to check each step.
AI Visibility Metrics: Which Ones to Track and Why
Track visibility % and share of voice as a monthly trend. A small team should first get its own pages retrieved and cited, and keep its SEO metrics alongside.
Mentioned, Cited, Retrieved: What Each Means in AI Answers
Mentioned: an AI answer names your brand. Cited: it shows your own page as a source. Retrieved: it read your page. What each means and how to count it.
How to Choose Which Prompts to Track for AI Visibility
The prompts you track decide what your AI visibility number means. How to choose them: start from the buyer, write how buyers ask, keep branded ones apart.
How to Do an AI Visibility Audit
An AI visibility audit measures how often AI answers name your brand, against which rivals and from which sources. Here is the method, step by step.
Does ChatGPT Give Everyone the Same Answer?
No. ChatGPT can answer the same question differently for different people, and for the same person twice. Here is why, and what it means for your brand.
How to Measure Your Brand in AI Overviews and AI Mode
To measure your brand in Google AI Overviews and AI Mode, check a fixed set of buyer queries on each surface regularly and read Search Console as a trend line.
How to Measure AI Visibility: Metrics and Method
You measure AI visibility by asking AI engines your buyers' questions many times and recording how often your brand is mentioned, cited and recommended.
What is Omnichannel AEO?
Omnichannel AEO is the practice of building consistent, independent brand evidence across multiple trusted channels simultaneously (Reddit, authority publications, listicles, brand mentions, and PR) so AI engines like ChatGPT and Perplexity recommend your brand.