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AEO

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GEO

Nobody Knows How Big GEO Is

Analyst estimates of the GEO market disagree by a factor of six on the forecast and nearly seven on current size, with growth rates from 13.6% to 50.5%. The skeptics are right that these numbers are unreliable. Here is why they diverge, and what evidence actually survives scrutiny.

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GEO

When the Buyer Is an Agent

Amazon's Rufus autonomously purchases when prices hit a target. Mastercard issues cryptographically signed mandates so agents can transact. Gartner projects 90% of B2B buying is agent-intermediated by 2028. I look at what changes when the thing reading your content cannot be persuaded.

AI Security

Your Brand's AI Answer Is an Attack Surface

Microsoft's Defender team catalogued 31 companies across 14 industries embedding hidden instructions in "Summarize with AI" buttons to bias assistant recommendations. One sold web security software. After fifteen years in security, here is why AI visibility became a governance problem.

GEO

llms.txt Is the Meta Keywords of 2026

Google says llms.txt neither helps nor harms. John Mueller compared it to the meta keywords tag. Adoption sits near 10% of domains and correlation studies find no citation effect. Here is the honest version, including the one use case where the file genuinely earns its place.

GEO

You Can Do Everything Right and Still Be Invisible

Every GEO playbook assumes AI engines can read your site. Cloudflare flipped the default to blocked on new domains and serves roughly a fifth of the web. I look at the access layer nobody optimizes, why it usually sits with infrastructure teams, and how to audit yours.

AEO

10 Lessons From Tracking 50,000 AI Citations Across 6 Engines

Over 90 days I tracked how six AI search engines cite sources across 50,000+ B2B software responses. The data broke several assumptions the GEO industry treats as settled, starting with the idea that AI visibility is one thing you can optimize for.

GEO

The GEO Org Chart: Who Actually Owns AI Visibility in 2026

Marketing says GEO is theirs. Comms says it belongs to them. SEO assumes it's the next chapter of their job. They're all partly right, and the fight itself is the symptom of a deeper confusion: GEO spans layers no single team owns. Here is a model that resolves it.

GEO

Documentation Is Your Most Underrated GEO Asset

When a buyer asks an AI engine whether your product supports something, the answer often gets grounded in your documentation, not your marketing. Most companies treat docs as a cost center. In the AI search era, your documentation is one of the highest-value visibility assets you own.

GEO

Why Feature Naming Is a GEO Decision (And Product Managers Own It)

When you name a feature something clever that no buyer would ever type into ChatGPT, you make your product harder to surface for the exact question it answers. Feature naming has always been positioning. Now it is discoverability, and product managers own it.

GEO

GEO Is Experimental Science: How to Run AI Visibility Like a Product Team

SEO became a craft because you could reverse-engineer one ranking function. GEO can't work that way: you're optimizing against many non-deterministic models with probabilistic citation behavior. That makes GEO experimental science, and it should be run like a product team runs experiments.

GEO

GEO Is a Product Discipline, Not a Marketing One

The entire GEO industry treats AI visibility as a marketing problem: track citations, optimize content, report share of voice. That framing is why most GEO programs plateau. The deeper truth is that GEO is a product discipline, and the teams winning at it have figured that out.