When designing LeadRadar, the creator hit a pitfall: the initial prompt contained only one web design example, causing the agent to recommend irrelevant businesses such as toy stores, pet stores, car washes, and bookstores to a graphic designer; after rewriting the prompt to add cross-occupation examples, deduplication, and similar-occupation filtering, the same Austin scan produced 15 businesses worth outreach.