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The Citation Layer: How AI Assistants Decide Who to Recommend

by Seth D Brown | Published Sep 23, 2026 Updated Oct 2, 2026 | aeo, ai, ai optimization, branding, marketing

Search engines give users a list of destinations, but AI platforms synthesize responses directly. Assistants don’t rank pages, they assemble answers, and knowing what gets retrieved and what gets attributed is what an AEO program is built on. This guide is the...

Strategic Naming in the Age of AI Discovery

by Seth D Brown | Published Sep 22, 2026 Updated Sep 30, 2026 | aeo, ai, ai optimization, branding, marketing

A name now has to be findable by a model as well as memorable to a person, because ambiguous and invented words behave very differently in AI answers. When a user asks an AI assistant for a recommendation, the model relies on the specific words associated with your...

What actually makes an AI assistant cite a company as a source?

by Seth D Brown | Published Sep 20, 2026 Updated Sep 30, 2026 | aeo, ai, ai optimization, branding, marketing

Assistants cite pages that answer a specific question directly, early, and in plain language, on a site that has published consistently on that topic. That’s the mechanical reality of how these systems retrieve information. Large language models don’t read...

How do we find out whether AI assistants mention our brand at all?

by Seth D Brown | Published Sep 19, 2026 Updated Sep 30, 2026 | aeo, ai, ai optimization, branding, marketing

We’re standing at the edge of a profound shift in how consumers and B2B buyers discover new products, services, and solutions. For decades, the path to generating digital marketing leads was paved with traditional search engine optimization. Marketers relied on...

Why does ChatGPT recommend our competitors and not us?

by Seth D Brown | Published Sep 17, 2026 Updated Sep 30, 2026 | aeo, ai, ai optimization, branding, marketing

Picture this: It’s Monday morning, and you are sitting in an executive leadership meeting. The CEO projects their screen onto the conference room wall, opens up ChatGPT, and types in a simple, highly relevant prompt: “What are the top enterprise software...
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