Generative Engine Optimization (GEO)

GEO and AEO overlap. GEO is common in research, while AEO is common in industry. The cited GEO study found that concrete numbers, direct quotations, and named sources could improve visibility in generated answers. General promotional claims provided less useful evidence for synthesis.

What the study found more precisely is worth keeping straight, because the headline number gets quoted loosely. The researchers tested a set of content modifications against generative answers and found the largest, most consistent gains came from adding citations to authoritative sources, including direct quotations, and adding statistics. Keyword stuffing and other classic SEO manipulations performed poorly or hurt. The lift varied substantially by query category — it was not a uniform 40% across everything.

A generative system selects passages it can use and attribute. A sentence with a specific figure, named source, and date is easier to verify and cite than a claim that a company is "committed to excellence." Write factual statements that remain clear when quoted outside the surrounding page.

For a local business, publish current prices, timelines, service details, and verifiable claims. For example, "most residential re-roofs we do run four to seven days" is more useful than "fast turnaround." "Licensed in Arizona since 2009, ROC #123456" is more specific than "fully licensed and insured."

Apply the study's findings as hypotheses, not guarantees. Its measured effects varied by query category, system, and modification, so test changes against sampled answers and retain the details that also help readers.

The Routeless research includes its methodology so readers can trace the published numbers to their source.