Short answer
What is the difference between a search evaluator and an AI evaluator?
A search evaluator usually rates search, ads, maps, or web relevance. An AI evaluator usually reviews model answers, reasoning, safety, factuality, or domain accuracy. The skills overlap, but current task descriptions decide fit.