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Guides, comparisons and research

Everything we publish on how B2B buyers find software today: the lists they read, the answers AI assistants give, and how publishers earn from the spots in their lists. Facts about other companies are read on their own sites and dated on every page.

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AI search and GEO

How buyers' AI answers pick brands, and what you can do about it

27 pages

Pillar guide14 min read · updated 1 Nov

LLM SEO: how B2B SaaS brands get named in AI answers

The short answer

  • LLM SEO, GEO and AEO name mostly the same work: being named and cited in AI answers.
  • On category questions, only 2.24% of citations go to the brand's own pages (Foundation and AirOps).
  • Independent lists are the biggest source type, at 40% of citations in buyer answers (Prefer, July 2026).
  • Engines differ a lot: 72.7% of cited sites appear on one engine only (Prefer, September 2026).
  • Start with your own site, then the lists that are already cited for your category.

40% of the sources AI assistants cited for buyer questions were independent lists. Vendors' own sites got 34%, review sites 3%.

Independent lists
40%
Vendors' own sites
34%
Review sites
3%

Source: Prefer, July 2026. 188 answers from ChatGPT, Perplexity, Gemini and Claude.

Read the guide →

Glossary

The words behind AI search and paid lists

Each term in plain language, with its sources and the date we checked them.

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