The Context Wars: Why Your Business – Not the AI Model – Determines Who Wins on your battlefild
I wrote this because I noticed most businesses are preparing for the wrong AI war. They're optimizing for AI to mention them in summaries – which is passive and expensive. What's actually happening is more structural: AI agents are rewarding businesses that structure their content as machine-queryable facts, not marketing pages. I've mapped out the three layers where this plays out, the economics that drive it, and why treating Layer 3 as just 'SEO with schema markup' is costing businesses millions in missed citations and wasted compute.

I wrote this because I noticed most businesses are preparing for the wrong AI war. They're optimizing for AI to mention them in summaries – which is passive and expensive. What's actually happening is more structural: AI agents are rewarding businesses that structure their content as machine-queryable facts, not marketing pages. I've mapped out the three layers where this plays out, the economics that drive it, and why treating Layer 3 as just 'SEO with schema markup' is costing businesses millions in missed citations and wasted compute.