AEO and GEO describe overlapping work, but the distinction still matters when teams choose queries, content formats, and measurement. This article maps the terms without turning them into separate tool budgets.
AI content drafts only earn citations when the brief tells the AI what citation goals matter. Part 1 of Content Generation for GEO covers the brief structure that produces citable drafts on the first pass.
In the AI era, inconsistency is a visibility killer. AI engines cross-check signals across every channel and deprioritize sources that contradict themselves. Governance is no longer optional for the CMO.
On April 23, 2026, Google's security team published evidence of a 32% rise in adversarial prompt injection across the open web. The line between legitimate GEO and the tricks Google is now actively detecting is wider than the marketing-tools market lets on. Real GEO is the opposite shape: transparent, signaled through documented update channels, and durable for that reason.
