AI Visibility Frameworks
The shift from traditional search to AI-driven discovery isn’t theoretical. It’s happening now, and the rules have changed.
I built these frameworks while writing The Machine Layer to help practitioners and business leaders make sense of what’s actually happening inside AI search systems. How content gets retrieved. How trust gets evaluated. How visibility gets measured when the click disappears.
Three of these frameworks are available here, free. Use them. Share them. Rewrite them. Put them to work.
The remaining frameworks are in the book, along with the deeper context for every framework, examples, and application guidance that make them operational.
Free Frameworks
The 12 GenAI KPIs The metrics that matter when traditional rankings stop predicting outcomes. What to measure when AI systems retrieve, synthesize, and deliver answers directly.
AI Visibility Journal & 0-4 Scoring System A tracking matrix that makes retrieval performance visible and comparable over time. Includes the scoring system that turns Cited, Mentioned, Paraphrased, and Omitted into numbers you can act on.
90-Day Learning Path A structured roadmap for building AI optimization skills without abandoning your current responsibilities. From foundation to integration in three months.
Additional Frameworks in The Machine Layer
These frameworks are also explored in depth in the book:
The Two Gates of AI Trust Your content must pass two checkpoints before it influences an answer. The first determines if you’re eligible for retrieval. The second determines if you survive verification. Includes practical checklists for both.
Quick Win Checklist Eleven high-impact actions you can take today to improve AI visibility. No six-month roadmap required.
AI Search Ops Framework The four-stage operational loop that keeps you discoverable as AI platforms evolve. Content audit, entity and schema pass, semantic gap analysis, and retrieval testing working together continuously.
GenAI Measurement Implementation Roadmap A six-month phased approach for building GenAI measurement into your organization. Week-by-week activities, tool integration, cross-functional coordination, and success metrics for each phase.