How do I make a website citation-ready?
A page-by-page framework for direct answers, clear entities, evidence, decisions, tradeoffs, and extractable structure.
Prompt examplesWhich prompts should I use to test AI citations?
Use 18 questions covering discovery, comparisons, retrieval, problems, local fit, and evidence.
MeasurementWhy is one ChatGPT result not a ranking?
Treat each answer as an observation and measure stability across repeated runs.
MetricsWhat is the difference between an AI visibility score and citation rate?
Use a score for orientation and the underlying rate for an inspectable claim.
CalculatorHow do I calculate AI citation rate?
Convert recorded runs into an observed citation rate, mention rate, interval, and report sentence.
TestingHow many runs does an AI citation test need?
Match repetitions, uncertainty, and reporting depth to the decision being made.
DiscoveryHow do I get my business mentioned by ChatGPT?
Improve the source material and test the questions that matter.
DiagnosisWhy doesn’t ChatGPT recommend my company?
Six common reasons, from access to weak category evidence.
MeasurementHow do I check whether AI engines cite my website?
A repeatable testing protocol that separates signal from noise.
MeasurementWhat is the difference between an AI mention and an AI citation?
Keep visible brand mentions, source citations, and retrieval inferences separate.
Technical accessWhich AI crawlers should I allow in robots.txt?
Decide separately for search, user-requested access, training, and grounding.
DefinitionsWhat is the difference between SEO, AEO, and GEO?
Where the disciplines overlap and how their outcomes differ.
TechnicalDoes schema markup improve AI citations?
What structured data can clarify and what it cannot guarantee.