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Frameworks & field notes

What I'm learning at the edge of SEO and AI visibility, written for founders and marketers who have to make a limited budget count.

AI Visibility · Framework · July 12, 2026 · 8 min read

The Second Layer Problem: Why SEO Alone Won't Get You Recommended by AI

Getting cited by ChatGPT and getting recommended by it are two different problems. Most early-stage teams only solve the first one, then wonder why the mentions never come.

AI VisibilityGEO / AEOBrandB2B SaaS

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