Why it matters
Industrials have begun posting GEO and AI-search job descriptions, and the title varies by company. The scope does not. Whatever it is called, the actual job is to make the SKU catalog retrievable and cited by AI engines when buyers ask for a cross-reference or a spec match. The same posting might read GEO specialist at one distributor, AEO specialist at the next, and AI SEO specialist at a third. They are hiring for one role with three labels.
AI search specialist vs SEO specialist
A traditional SEO specialist optimizes for ranked blue links on a results page. An AI search specialist optimizes for being the source an answer engine quotes, which is a different output. The work shifts toward structured product data, entity definitions, and corroborating evidence the engine can lift. Ranking on page one and being cited in an answer are not the same target, and the second one is the role's job.
In practice
An illustrative hydraulics distributor hires for AI search and gives the role one mandate: when a buyer asks an AI engine for a replacement seal kit by competitor part number, our catalog should be the cited answer. The specialist audits which prompts return competitors, fixes the PIM fields and cross-reference tables behind the SKUs, structures the part pages so engines can parse them, then tracks citation share over time. Title on the JD was AEO specialist. The work was catalog retrievability.