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L3 · AI search visibility and data foundations8 min read

Showing up in AI answers: what brands can influence

You can't buy your way into most AI answers (yet), but you can influence whether and how you appear. The discipline is often called generative engine optimization (GEO) or answer engine optimization.

What the research says

A study by researchers from Princeton and others — GEO: Generative Engine Optimization (accepted at KDD 2024) — tested content changes on a generative search engine and found that methods such as adding citations, quotations and statistics could boost a source's visibility in responses by up to 40%, with effects that differ by domain. It is early research on test systems, but it points in a clear direction: specific, sourced, quotable content gets used.

What brands can do

  1. Publish clear fact pages. Products, specifications, pricing logic, policies, comparisons and FAQs — in plain language, with dates and sources.
  2. Answer real buyer questions. Write for the questions people ask assistants ("best X for Y", "X vs Y", "is X safe for…").
  3. Be citable. Original data, named experts, specific numbers with sources.
  4. Be present where AI looks. Reviews, reputable comparison and industry sites, press coverage, partner pages, community forums.
  5. Keep it technically readable. Crawlable pages, structured data, no key facts hidden in images or PDFs only.
  6. Correct errors. When assistants get you wrong, fix the sources they draw on.

Brand strength shows up in models too

In 2022, Heinz and its agency Rethink asked the DALL-E 2 image model to draw "ketchup"; the images looked like Heinz bottles, and the brand built its "A.I. Ketchup" campaign around it. Strong, consistent brand assets become part of what AI systems "know" about a category.

What not to do

Mass-produced thin content, hidden text aimed at AI crawlers or fake reviews. They damage trust, may break platform rules or law, and tend to be filtered out.

What this means for the CMO

AI visibility is part SEO, part PR, part product information. Give it an owner and a cross-team plan: content (fact pages), PR (third-party coverage), product marketing (accurate specs and comparisons) and customer marketing (reviews).

Ask for a quarterly view of the 50–100 questions that matter most and how the main assistants answer them. Treat a wrong answer about your brand like a wrong headline: find the source and fix it.

Measure progress over quarters, not weeks: AI answers change slowly and unevenly, and the sources they trust take time to build.

Real example

Researchers' 'GEO: Generative Engine Optimization' study (KDD 2024) found content methods such as adding citations, quotations and statistics could boost visibility in generative engine responses by up to 40%. In 2022 Heinz and Rethink built the 'A.I. Ketchup' campaign after DALL-E 2 drew Heinz-like bottles when asked to draw 'ketchup'. Source: Aggarwal et al. — GEO: Generative Engine Optimization (arXiv 2311.09735; KDD 2024) ↗ · Muse by Clio — Asked to 'draw ketchup,' even A.I. chose Heinz (2022) ↗

Use it

Quick check · 3 questions

  1. 1.Which content change did the GEO study find could boost visibility in AI answers?

  2. 2.Where else besides your website do AI answers draw information about your brand?

  3. 3.What should you do when an AI assistant states a wrong fact about your product?

0 of 3 answered

Sources

Last reviewed 2026-10-01.