When customers ask AI, does your brand make the shortlist?

Probably not as often as you think, especially on the unbranded questions. Branded searches ("[your brand] login") usually resolve fine. The fight is the open-ended ones, "who has the best option for someone like me?", where the AI builds a shortlist and you may not be on it. That is exactly what our snapshot measures: whether you show up, how you're described, and who's being recommended instead.

No, and that's the most expensive misread in the market right now. SEO earns you a ranking and a chance at a click. GEO decides whether the AI names you in the answer that now sits above those rankings. You can be winning SEO and losing the AI answer at the same time, because getting recommended depends on things ranking never measured: whether a machine can read your content, resolve who you are, and trust your facts.

That's fixable, and it's one of the most damaging problems we find. AI systems often answer from an old or secondhand picture of your brand, wrong products, stale leadership, a competitor's framing of you. We build canonical, consistent facts across your site and the sources these engines read, so the AI has a current, correct version to draw from instead of guessing. Most GEO firms only measure whether you're mentioned. We also fix whether you're right.

Some things move in weeks, others move on the engine's clock, and we'll tell you which is which. Content structure, schema, and crawlability improvements can start showing up as soon as engines re-read your site. How a model "remembers" you from its training data moves more slowly, on the engines' retraining cycle, not ours. We give you a dated baseline and honest timelines, never a magic-visibility promise.

Usually not, though we can if it's warranted, and that's a capability most GEO firms don't have. Often the fastest wins come from restructuring content you already own so an AI can actually extract it. When the underlying architecture is the thing holding you back, we can rebuild it, information architecture, UX, content, and code, because that's what MCD has done since 1999. You get the right scope for your situation, not a rebuild sold by default.

We ask the engines the real questions your customers ask, score every answer, and show our work. Our method runs a defined set of buyer questions across multiple engines and scores each response on presence, accuracy, positioning, depth, and citation, against a fixed, dated baseline you can measure progress from. Most audits hand you a score. We show you the receipts behind it.

It's custom-scoped to your site and your category, and the entry point is deliberately low-friction. We start most engagements with an AI Visibility Snapshot so you can see where you stand before committing to anything bigger. The best way to get a real number is a short call, we're happy to talk it through and scope the right starting point.

Because we can change the source, not just report on it. A GEO tool monitors your visibility. An SEO agency can advise on it. Neither one rebuilds the pages, content, and structure the AI answer is actually assembled from. MCD brings UX, content, and engineering together under one roof, so the strategy, the build, and the measurement live with one accountable partner.