“Attribution Without Chaos”

Schema Markup for AI Search: Beyond Product Schema

Google and Microsoft confirmed in 2025 that they actively use schema markup for generative AI features. 81% of AI-cited pages include structured data. Here is the complete implementation guide — including what the data actually shows works, and what it doesn’t.

When Agents Write the Brief: How AI-to-AI Commerce Changes Creative Strategy

When Agents Write the Brief: How AI-to-AI Commerce Changes Creative Strategy For twenty years, creative briefs have been written by humans for humans. A marketer describes the customer, the message, the channel, and the constraints, and another human translates that into copy, design, or campaign architecture. The brief is a translation layer between intent and […]

Perplexity, ChatGPT, and Gemini: How Each AI Search Engine Picks Its Sources

Perplexity, ChatGPT, and Gemini: How Each AI Search Engine Picks Its Sources If you treat AI search engines as interchangeable, you will lose. They are not. Perplexity, ChatGPT, and Google’s Gemini-powered search each select sources differently, weight authority differently, and reward different content patterns. A page that gets cited constantly in Perplexity may never appear […]