Calorie Counter by Lose It! represents a comprehensive dietary management solution that combines traditional calorie counting with modern AI-powered features. The application positions itself as an all-in-one wellness platform, distinguishing itself through advanced food recognition technology and extensive database integration that spans packaged goods, restaurant menus, and user-generated content. The core functionality centers around multi-modal food logging, including barcode scanning, photo recognition, and voice input for meal tracking. The platform maintains an extensive nutritional database with detailed macro and micronutrient breakdowns, while supporting various dietary approaches including intermittent fasting scheduling. Users can set personalized weight goals, track water intake, and monitor exercise, though integration with third-party health platforms shows some limitations according to user reports. User experience demonstrates generally intuitive navigation with a clean interface that prioritizes daily tracking metrics. The meal logging process receives particular praise for its multiple input methods, though some users note challenges in editing previously saved meals and adjusting portion sizes within meal combinations. Real-world usage patterns suggest strongest adoption among meal planners and those tracking packaged foods, while restaurant diners benefit from the extensive chain restaurant database. User feedback trends indicate high satisfaction with the barcode scanner accuracy and database comprehensiveness, as noted by Jason DeValadares (2025-06-17) who praised the macro tracking capabilities. Multiple reviews highlight the lifetime subscription option as a significant value proposition. However, Liara Jane's review (2025-06-24) notes persistent integration issues with Samsung Health, while Shaun Rizk (2025-06-27) mentions usability challenges in meal editing workflows. The application demonstrates particular strength in food database breadth and innovative logging methods, though some connectivity and interface refinements could enhance the user experience. It serves most effectively as a primary dietary tracking tool for individuals focused on nutritional accountability, particularly those utilizing packaged foods and following structured eating schedules, while users seeking deep ecosystem integration with specific health platforms may encounter limitations.