Semrush put out an infographic last week. The kind built to be screenshotted into LinkedIn carousels and pasted into webinar decks. Four pillars. The fourth one is called “Technical GEO”: schema, structured data , clean architecture. The line that justifies it: “Ensures AI engines can parse and connect your content.”

Ensures.

See it live on X/Twitter . Image Credit: Pedro Dias

That is the entire piece in one word. The architecture of large language models is, by design, the opposite of ensured. And schema has nothing to do with whether an LLM can parse text . LLMs parse text by reading text.

Semrush is far from alone. Every SaaS vendor with skin in this game is running variations of the same play. SEO-era controllability, repackaged under a new acronym . The same percentages, pillars, and pyramids.…