Tourism review analytics using Yelp, TripAdvisor, and Google Reviews uncovers valuable insights across Cincinnati, Sevierville–Pigeon Forge, and Pinehurst, highlighting traveler sentiment, service trends, pricing perceptions, and destination strengths to support smarter tourism and hospitality strategies.