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Amy Beson, who was laid off in April as part of wider job cuts at the University of Arizona, said she was not expecting things to improve anytime soon.
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Once you've identified target queries, the automated system tests them periodically—daily, weekly, or on whatever schedule makes sense for your monitoring needs. Each test queries the AI model with your specified prompt, captures the response, parses which sources were cited, and records whether your content appeared. Over time, this builds a database showing your visibility trends, how often competitors appear for the same queries, and which topics you're gaining or losing ground on.
self.seen_urls = set()