The GEO playbook: getting cited by AI answers

A growing share of buying research never touches a results page: the question goes to an assistant and the answer comes back with three brands in it. Generative engine optimization (GEO) is the discipline of being one of those three. It is measurable, improvable and - because most competitors have no program at all - currently cheap ground.

Why citations are the new rankings

Assistants compress a category into a short answer, and inclusion is close to winner-take-most. Unlike a rankings page there is no position eleven: you are cited or you are absent. That makes presence a metric worth a standing program - and because answers vary by model and phrasing, a one-off check tells you almost nothing.

Step 1: measure where you stand

Build the question set buyers actually ask - "best X for Y", comparisons, how-tos in your category - and put those prompts to the major assistants on a schedule. Record who gets named, who gets linked, and how you are described. Track share of voice per model over time; a single day is noise, a month is a trend.

Step 2: make the site citable

• Allow the AI crawlers your policy accepts; verify with real fetches rather than assumptions.
• Answer questions directly in the copy: definition-first pages get quoted.
• Ship structured data and clean extractable HTML; a page a parser struggles with is a page a model skips.
• Publish the numbers and comparisons only you can publish - models cite specifics.

Step 3: earn the mentions

Models lean on corroboration: review sites, community threads, credible lists. Map where your category's answers currently source from, then earn presence in those exact places. This is classic digital PR aimed at a new reader - one that quotes.

Step 4: hold the cadence

GEO compounds: measure weekly, fix monthly, review share of voice quarterly. This is precisely the standing, multi-step work an autonomous agent runs well - the AstroFabric AI Visibility Agent runs this loop as a scheduled mission, scorecard to prioritized fixes, so the program survives busy quarters.