A one-off diagnosis of whether AI assistants (Google AI Mode, ChatGPT, Perplexity and similar) name or cite the brand when buyers ask about its market, and why or why not. Maggie collects evidence from real answers, follows the sources those answers rely on, checks the brand's own pages, and returns one to three changes most likely to earn a mention or citation. Research broadly, recommend narrowly.
When to use
- First baseline before any GEO / AEO work, or a quarterly re-check.
- "Why do AI answers recommend X instead of us?"
- After a rebrand, a pricing change or new positioning, to see what AI now says.
- Before asking leadership to invest in AI visibility.
Not for: day-to-day score reading or live checks (cmo-ai-visibility), building a large prompt set (cmo-ai-prompt-research), working through third-party sources (cmo-ai-citation-gaps), rewriting a page (cmo-aeo-content), tracking claims over time (cmo-ai-brand-monitoring), robots.txt syntax and CDN rules (cmo-technical-seo) or whether AI agents can use the site's forms (cmo-agent-readiness).

