Analysis

AI Text Watermarking Is Not Your Strategy

The New Compliance Label Will Not Save Bad Content AI text watermarking is useful as a trust and compliance signal. It is not a replacement…

AI Visibility Attribution Is Messy. Track It Anyway

The Missing Click Is Not Always a Missing Customer AI visibility attribution is the uncomfortable gap between what influenced a buyer and wh…

Why AI Recommendations Need Business Context

Generic Prompts Create Generic Answers AI recommendations business context is the difference between asking a tool, “Who is good?” and askin…

AI Visibility Reports Are Not a Strategy

Dashboards Cannot Fix the Leak AI visibility reports are becoming easier to buy and harder to interpret. That is a dangerous combination for…

AEO and GEO Questions Reddit Keeps Asking, Answered

Isn't AEO just SEO with a new acronym? Short answer: no, but the people asking that question are right to be suspicious. There's a pattern o…