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Notes on AI search & narrative

How AI models decide whose frame to recommend: visibility, narrative share, and the strategy behind being the answer, not just a mention.

SEO/AEO Mavel
SEO/AEO· 22 June 2026

Why Local SEO Tools Miss the Frame: AEO & GEO Are Tactics, Not Strategy

Schema markup and citation trackers can get a local plumber mentioned by ChatGPT, but they can't make the model recommend him first, because that decision comes from a category story the tools never touch.

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AI Visibility Mavel
AI Visibility· 19 June 2026

You’re Not Losing AI Visibility. You’re Losing the Frame.

The brands winning in AI search aren't just getting mentioned — they're the ones whose story the model decides is true. That's a narrative problem, and most growth tools weren't built to see it.

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Uncategorised Mavel
Uncategorised· 18 June 2026

Your SaaS Product Isn’t Invisible in AI Search. It’s Being Told Wrong.

B2B SaaS marketing teams don't have an AI-visibility problem. They have a narrative problem — and chasing mentions won't fix it.

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