GEO Playbook / 6 min read
What Makes a Business Citable to AI
AI assistants need source material they can retrieve and verify. A citable business record gives them that material.
AI visibility starts with source material
A business becomes easier for AI to recommend when there is source material the model can retrieve and summarize. That material has to be clear. It has to stay consistent across the surfaces the assistant trusts.
The Princeton GEO paper found that citing sources, adding specific statistics, and including authoritative quotations can improve visibility in generative engine responses by up to 40%. That is the plain lesson: AI answers favor content that gives them concrete evidence to use.
Third-party proof changes the record
Stacker and Scrunch measured earned media distribution across 87 stories, 30 clients, 2,600+ prompts, 8 AI platforms, and 30 days. The KB summary records a 239% median lift in AI search citations compared with brand-owned content alone.
That does not mean every press mention turns into an AI recommendation. It means credible distribution can expand the set of retrievable facts around a business. For Cited, that is the job: build a stronger business record, then measure whether AI assistants use it.
Structure helps assistants read
The KB also tracks schema research showing structured data increased AI citations by 44% in 2025 testing, with FAQPage schema reaching a 67% citation rate for relevant queries. Treat those numbers as directional evidence. The mechanism is still useful.
Structured data tells machines what the page is about. Editorial coverage gives them independent context. Reviews and listings give them consistency. A Cited Score checks whether those pieces are visible enough to affect the answer.
The practical next step
Run the prompt set for your business. See which AI assistants name you, which competitors show up, and where the source record is thin.