AI Visibility & GEO notes.
Short, opinionated posts on getting cited by ChatGPT, Gemini, and Google AI Overviews.
Results vs. Hype: The AI Visibility Roundup
Separating what AI visibility actually delivered from what everyone is just talking about — and why tying citations to revenue is the only metric that matters.
Continue ReadingAI Strategy for Local Service Businesses: How Property Management and Industrial Brands Win in AI
A practical AI strategy for local service businesses. See how property management and industrial brands earn citations and recommendations in ChatGPT, Perplexity, and Google AI Overviews.
Continue ReadingSchema & Structured Data for 2026: How to Make Your Location and Services Machine-Readable
How schema markup makes your location and services machine-readable so AI engines like ChatGPT and Google AI Overviews cite and recommend your business.
Continue ReadingBuilding Your AI-Ready Knowledge Base
Build an AI-ready knowledge base: a single source of approved facts that reduces hallucinations, improves citations, and keeps AI from misrepresenting your brand.
Continue ReadingThe Knowledge Gap: What AI Doesn't Know
Learn how to find the missing content that keeps you out of AI answers—then build a Gap Map that prioritizes what to publish first.
Continue ReadingEntity-Focused Content: Educating the Machine
Learn why entity-focused content beats keyword-only SEO in the AI era—and how to structure pages so AI can understand, trust, and cite your brand.
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