Answers
What we learn from measuring AI answers.
Plain answers on generative engine optimization and AI-search citations, each one dated.
29 Oct 2026 · New Map
How much does AI visibility monitoring cost?
AI visibility monitoring costs from about $29 a month for a light tracker to $95 to $500 a month for the dedicated tools, with enterprise plans quoted separately. In September 2026...
Read →29 Oct 2026 · New Map
What are the best AI visibility tools in 2026?
The AI visibility tools most often compared in 2026 are Profound (enterprise, $1.8B valuation, a third of the Fortune 100), Peec AI (volume leader from $95, 3,000+ brands), Otterly...
Read →29 Oct 2026 · New Map
What is the difference between an AI visibility tool and a GEO agency?
An AI visibility tool measures how the engines answer about a brand for $29 to $500 a month; a GEO agency does the work to change those answers for $2,500 to $15,000 a month, usual...
Read →15 Oct 2026 · New Map
Which sources do AI engines cite most?
Across large studies of AI citations, third-party sources (editorial and trade media, community platforms, reference sites such as Wikipedia) are cited far more often than brand-ow...
Read →15 Oct 2026 · New Map
Does schema markup or llms.txt improve AI visibility?
They help at the margins but they are hygiene, not growth. Schema.org markup makes content easier for engines to parse, and some studies associate it with higher citation rates, bu...
Read →16 Sept 2026 · New Map
How do you get your brand recommended by ChatGPT?
ChatGPT recommends the brands it can cite. To be recommended, a brand needs three things in place: correct, current facts on its own site that the engine can read (so branded answe...
Read →14 Jun 2026 · New Map
What is Generative Engine Optimization (GEO)?
Generative Engine Optimization (GEO) is the practice of getting a brand cited in the answers that AI engines (ChatGPT, Perplexity, Gemini, Google AI Overviews and Google AI Mode) g...
Read →14 Jun 2026 · New Map
How is a brand's visibility in AI answers measured?
AI visibility is best measured as a sampled frequency, the share of times your brand appears across many repeated runs of the same prompts, reported with its variance, never as a s...
Read →By New Map. Every figure names its source on the page.