The questions people ask before working with me.

An answer-first page addressing questions clients, recruiters and executives ask before an Entity SEO, AEO or GEO engagement.

Why this page exists

Answer engines appreciate clear questions. So do people. A well-written FAQ answers users quickly while giving AI systems a clean semantic block that is easy to extract.

These answers are short, direct and verifiable. No magical promises or unnecessary jargon. Each question reflects a real concern raised before an audit, project or training session.

How to use this FAQ

To measure AI visibility, start with share-of-voice questions. To understand why your brand is not cited, start with Organization, sameAs and third-party sources. For a roadmap, explore the audit.

This page should evolve with real questions. A static FAQ quickly becomes decorative. One informed by practical work becomes an SEO, AEO and GEO asset.

FAQ

Direct answers.

Does my website need Organization schema to appear on ChatGPT?

It is strongly recommended, but not strictly mandatory. Schema helps entity recognition but does not replace consistent signals across Wikidata, social profiles and press coverage.

How can I measure my share of voice in ChatGPT answers?

Define 5 to 10 prompts representative of your sector. Repeat them regularly on ChatGPT, Perplexity and Gemini. Count how often your brand appears.

Which sources do AI systems cite for SEO?

Established authoritative sources include specialist publications, official documentation, verified profiles, Wikidata and consistent industry sources.