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What makes content more likely to be used by AI? What the research shows

A controlled study of 'generative engine optimisation' found that statistics, quotations and cited sources raised visibility in AI answers by up to 40%. Keyword stuffing didn't help.

Orbie Research5 min read
What makes content more likely to be used by AI? What the research shows

Short answer: in the best-known controlled study, adding quotations (+41%), statistics (+31%) and cited sources to a page made it more visible in AI-generated answers. Stuffing keywords didn't help.

The study

'GEO: Generative Engine Optimization' (Aggarwal and colleagues, Princeton and IIT Delhi) was presented at KDD 2024. The researchers built a benchmark of thousands of queries, rewrote source pages with nine different methods, and measured how much each rewritten page was used in the generated answers (paper).

Bar chart: adding quotations +41%, adding statistics +31%, keyword stuffing about zero.
Effects reported in the GEO study (KDD 2024).
MethodEffect reported in the study
Quotation addition+41% position-adjusted word count, +28% subjective impression (the best method)
Statistics addition+31% and +23%
Cite sourcesClose behind the two above
OverallVisibility gains of up to 40%; up to 37% on Perplexity, a live engine
Keyword stuffingLittle or no improvement

What it means in practice

  • Numbers AI can quote: concentrations, test results, years in business, units sold, ratings, with their source.
  • Named quotes: a dermatologist, an expert, a customer, attributed by name and role.
  • Sources on the page: link the study, the standard, the certificate.
  • Answer first: the direct answer in the first lines, then the detail.

What it doesn't mean

The study measured how content is used once a page is among the sources. It doesn't make a page appear in the sources in the first place. That depends on being findable and trusted: in the lists, directories, retailers and expert pages AI reads for your category. A complete plan needs both.

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