The sentence that best fits the definition of the word "institute" as "a brief, intensive workshop or seminar" is:
D. She saw an ad for a poetry institute that would be starting soon.
This sentence refers to an organization or program focused on a specific area of study, which aligns with the idea of a workshop or seminar.