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Noriko Yokoi of 3cubed.ai: The AI Search Revolution Is Already Here

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Noriko Yokoi, co-founder of 3cubed.ai, returns to Bald Ambition a year after her first appearance to talk about how AI search is rewriting the rules of digital marketing. The conversation ranges across GEO, AEO, and what happens to decades of marketing practice once AI Overviews, ChatGPT, and Gemini start answering questions directly instead of just linking to a results page, while the real value is in the practical takeaways Noriko lays out along the way:

Noriko's Best Practices

  • Practice "search everywhere optimization." Show up across platforms, but be deliberate about it given a finite budget, don't spread evenly, prioritize where it counts most.
  • Make YouTube a priority specifically. Video transcripts are highly machine-readable, which means even low-view videos can feed directly into how AI models answer related questions.
  • Structure your own website so bots can actually read it. It's no longer sufficient on its own, but it's still the necessary starting point.
  • Invest in real brand differentiation. Generic, undifferentiated content gets down-ranked by AI models, while a genuine point of view gets picked up and cited.
  • Build third-party authority, not just owned content. Citations in press, trade journals, and specialized publications carry real weight in AI search, especially in subject-specific or regulated fields.
  • Get adjacent to specialized, credentialed sources. If a scientific study or expert publication touches your category, find a way to reference or connect to it, since AI systems favor that kind of authoritative material.
  • Keep publishing, don't rest on past wins. AI search leans toward recent content, so a strong result today doesn't guarantee visibility next month.
  • Stay hands-on with the tools yourself. Theorizing about AI search from the sidelines means falling behind fast, the only reliable way to keep up is direct, regular use.
  • Bring a low barrier to entry into your own thinking. Newer, less experienced marketers are competing successfully purely on results, so let go of assumptions that tenure alone should count for more than it does right now.

Underneath all of it, both Noriko and Mookie are candid that nobody's actually cracked this yet. Noriko describes the current moment as sitting at the bottom of a valley where everyone knows the old rules stopped working, but no dominant platform has emerged to define the next ones the way Google once did. Their honest, shared advice: stop waiting for certainty, and get in there.

The Guest

Noriko Yokoi is the co-founder of 3cubed.ai, an agentic AI consulting firm specializing in marketing and content automation for regulated industries like healthcare and life sciences. A 20-year veteran of major Madison Avenue advertising agencies, she holds an MSc and PhD from the London School of Economics.

https://3cubed.ai

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