p.04 · Engineering · Entity SEO Quarterly
Section 02
SEO engineering
SEO is not marketing in disguise. It is engineering. I see patterns where others see chaos.
A marketer tweaks a text. An engineer builds a system that holds, measures itself, and repairs itself.
Technical
AEO / GEO
Measurement & data
What it changes concretely
A technical audit reveals in hours what a marketing audit misses in months.
Clean Schema.org markup reduces ambiguity and describes entities, their properties and their relationships for systems capable of interpreting it.
Good Core Web Vitals improve the user experience and contribute to page experience signals. They replace neither indexability, relevance nor authority.
A clear structure helps generative systems extract, connect and verify information, without guaranteeing a citation.
Engineering serves the method. The method serves the entity. See how it all connects.