Recent data shows monthly is the right content cadence on high-priority pages, and the verdict AI surfaces recommend is more stable than the surface itself.
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AI Reads Everything. It Credits Almost Nothing.
Content strategy for AI visibility can't treat all citations as equal. Informational content builds the model's understanding of your category, while comparison and validation content builds the model's association between your brand and the buyer's decision criteria.
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The Step Everyone Skips in GEO
The questions every B2B brand should be asking right now are simple: Do we actually know which AI-driven buyer conversations matter in our category? Do we know how the models currently represent us? Do we know where the narrative breaks?
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Visible But Not Winning
Visibility without winning is the GEO equivalent of paying for billboard impressions and calling it pipeline.
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If you want AI to tell the right story about your brand, you have to give it something solid to work with.
The Information Gap Doesn't Stay Empty
The information gap on your site right now is being filled by someone. You just don't know who, and you don't know what they're saying.
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Slop and Soul
Marketing content must be substantive, specific, and written with the kind of editorial judgment that makes a reader (or a model evaluating source quality) trust it.
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Cited: How B2B Brands Win in the Age of AI-Generated Answers is available now on Amazon Kindle.
Preface to the First Edition of Cited: How B2B Brands Win in the Age of AI-Generated Answers
This book is written in a narrow window, the period between when AI-generated answers became a genuine buying channel and when most marketing teams figured out how to operate in it.
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The GEO White Paper v4.0: AI-Native Brand Visibility for B2B (March 2026)
Version 4.0 expands the evidence base from suggestive to substantial, incorporating six months of new measurement data, confirmed longitudinal findings, and the field's first serious reckoning with misinformation and narrative risk.
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The Committee Member Nobody Invited
There's a new member on every B2B buying committee, and it shapes the consideration set before your sales team ever enters the room.
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The Blind Automation Problem
Every CMO and CRO heading into the second half of 2026 can say they're using AI. The harder question is whether they know if it's working, and for most teams, the honest answer is still no.
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