What is Prefer? The AI visibility platform, explained
Prefer measures how ChatGPT, Gemini, Perplexity and Google AI describe you, then writes the content that wins the citation. Prefer Managed adds off-page work.
14 stories
Prefer measures how ChatGPT, Gemini, Perplexity and Google AI describe you, then writes the content that wins the citation. Prefer Managed adds off-page work.
Brand visibility in AI search breaks at five stages: reachable, retrieved, cited, named, kept. Prefer's data on where brands drop out, and the fix per stage.
AI SEO now means two things: using AI to do SEO, and getting your brand cited inside AI answers. What changes, what stays, and how to start with Prefer.
AI search optimization is getting your brand cited by ChatGPT, Perplexity, Gemini, Claude and Google AI. The map, and how Prefer tracks it and writes content.
The AEO loop is Prefer's weekly AEO framework: measure tracked prompts, classify cited sources, read winning pages, score honestly, act. The full recipe.
Prefer logged the web searches ChatGPT ran for 47 buyer questions: 224 in all, 54% of them site-scoped checks of a brand's own pages. Write for the fan-out.
What Google's AI Overviews are, how they choose and cite sources, what they do to your traffic, and how to show up. Prefer tracks whether they cite you.
Prefer measured which sources ChatGPT and Google's AI cite for software buyers. Reddit was #1 on ChatGPT (30% of citations) and #2 on Google.
Prefer asked ChatGPT, Perplexity, Gemini and Claude 47 buyer questions in 8 industries and logged 1,237 citations. 40% went to listicles, not vendors' sites.
AEO and GEO name almost the same practice. The real difference in emphasis, where they overlap, and why one tool, such as Prefer, should cover both.
GEO vs SEO for marketers: how the visibility model, metrics, timescales, skills and budget change once AI answers replace links, and how Prefer tracks both.
LLM SEO is how you get large language models to cite and recommend your brand. What it is, how it differs from SEO, the playbook, and how Prefer tracks it.
AEO vs SEO: one question vs one keyword, extractability vs crawlability, a citation vs a click, how the daily work differs, and how Prefer measures AEO.
Prefer asked ChatGPT, Perplexity, Gemini and Claude the same buyer questions with web search on. They cited almost entirely different sources.
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