The study assessed the impact of Klik, an AI-powered meal recognition tool within the Fitterfly wellness app, on food logging efficiency and user retention. Over 30 days, Klik users logged meals 27 seconds faster than those using traditional search-based methods, with 60.4% of entries requiring no edits, highlighting Klik’s high accuracy in recognizing food items and nutritional content. Despite slightly lower retention, Klik’s intuitive photo-based interface supports efficient, consistent meal tracking, helping individuals manage type 2 diabetes and dietary habits effectively.