Thought Leadership
Notes on GEO, AI search, and what actually drives revenue.
Essays on generative engine optimization, AI search behavior, content strategy and marketing measurement, written from inside real campaigns run for clients across Amman and the GCC, not from a content calendar.
Cited ≠ Recommended: The AI Visibility Ladder Every Brand Needs to Climb
July 12, 2026 · 7 min readBeing cited by an AI model and being recommended by it are two separate outcomes. A 100-query study shows why 69% of brands publishing their own buyer's guides get cited, then watch a competitor get recommended instead.
Read the essay →More Dashboards, Less Clarity: Why Disconnected Marketing Metrics Are Costing You Revenue
July 12, 2026 · 7 min readMarketing, sales, product and CS all track their own metrics. Revenue is created in the handoffs between them. A 5-function framework for measuring the full journey end-to-end, and one question that exposes whether your reporting is actually connected.
Read the essay →The 30 Content Formats That Win in AI Search (And the 4-Quadrant Strategy Behind Them)
July 12, 2026 · 8 min readThirty content formats win citations or conversions in AI search, and most businesses only ever publish two or three of them. A 4-quadrant map, by difficulty and purpose, and a practical build order.
Read the essay →The Third Interface: What MCP Servers Mean for Marketers, Not Just Developers
July 12, 2026 · 6 min readWebsites are for humans. APIs are for developers. Why every SaaS company is suddenly building a third interface for AI agents, and why that's a GTM decision, not just an engineering one.
Read the essay →AI Overviews Just Moved Into Commercial Search. Here's What That Means for Your Funnel
July 12, 2026 · 7 min readNew Semrush data shows AI Overviews up 71% for commercial-intent keywords in six months. What that means for your website's role, and what a Commercial AEO measurement plan should track.
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