Why it matters
The role is real enough that industrial OEMs are hiring it — Caterpillar has posted a Generative Engine Optimization (GEO) Specialist req, run alongside a separate classic SEO role. Most distributors are a tier smaller and will buy the function fractionally rather than hire it full-time.
In-house vs agency
At enterprise scale the role goes in-house; for most distributors the work is front-loaded (schema, entity cleanup, template fixes) then becomes monitoring — which fits an agency or fractional engagement better than a full-time hire.
In practice
In October 2025 Caterpillar — the heavy-equipment manufacturer — posted a 'Generative Engine Optimization (GEO) Specialist' role tasked with winning visibility for its brands in ChatGPT, Perplexity, Gemini and Claude. The listing called for leading advanced schema/structured-data implementation, building Caterpillar's entity graph, and 'guiding LLM crawl behavior' across its global web properties — a concrete signal that GEO specialist is becoming a defined job in industrial e-commerce, not just an agency pitch. (The posting ran Oct 14–24, 2025 and is now closed.)
Source: jobs.peoria.org
Read the full path: GEO Specialist →