This remote contractor role involves evaluating AI-generated responses regarding government services, public benefits, and community resources to ensure they are accurate, complete, and practical for real callers. Candidates must be based in the United States, fluent in English, and have at least one year of high-volume public contact experience as a 211 Specialist, Information and Referral Specialist, or Benefits Navigator.