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Fitia, Noom, Cal AI, MacroFactor, and MyFitnessPal are the most innovative calorie tracking apps of 2026. Fitia launched a 24/7 AI Coach and AI meal planner. Noom added AI coaching, GLP-1 programs, and a Body Scan. MyFitnessPal acquired Cal AI and deployed an AI Nutrition Coach update.
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