Demand, supply, and build gaps
Keyword "calorie tracker" searched App Store term "calorie tracker" and analyzed 1538 reviews from 8 apps (MyFitnessPal: Calorie Counter, Calorie Counter - MyNetDiary, Cal AI - Calorie Tracker, Lose It! – Calorie Counter, Cronometer: Calorie Counter) over the requested 12 month window. Highest-priority roadmap clusters: pricing / subscription (5 requests, 316 complaints, 3 loves); support / customer service (0 requests, 68 complaints, 0 loves); login / account (0 requests, 68 complaints, 0 loves); reliability / bugs (1 requests, 58 complaints, 0 loves); simplicity / fewer taps (0 requests, 25 complaints, 0 loves); performance / battery (0 requests, 23 complaints, 0 loves). Use example reviews as evidence, not generic sentiment.
calorie tracker
Ranked by App Store search position. Revenue and downloads are modeled estimates — open Review pages to walk each listing.
This feature significantly reduces the time and effort required for meal logging, making it more likely that users will stick to their tracking routines, as evidenced by positive reviews highlighting ease of use.
How leaders do it: Cal AI allows users to snap a photo of their meal and automatically generates a nutritional breakdown, utilizing advanced image recognition algorithms. BitePal employs a similar approach but gamifies the experience by incorporating a cute raccoon character that encourages users to log their meals.This feature streamlines the logging process, which is crucial for maintaining consistent tracking, as users appreciate the speed and convenience it offers.
How leaders do it: MyNetDiary integrates a barcode scanner that allows users to log meals in seconds, while Lose It! also features this functionality, making it easy to add packaged foods to the diary. The UI is designed for quick access to the scanner, enhancing user experience.Customizable goals enhance user motivation and accountability, as users feel more invested in their progress, which is reflected in high ratings for personalization features.
How leaders do it: MyFitnessPal allows users to input specific weight loss targets and adjust their macro ratios, providing tailored recommendations. Lose It! similarly prompts users to set their goals upon first use, ensuring the app aligns with their personal objectives.Users gain valuable insights into their dietary habits, enabling informed decisions about food choices, which is a key factor in achieving health goals.
How leaders do it: Cronometer excels in providing a comprehensive nutritional breakdown, tracking over 95 vitamins and minerals, while MyFitnessPal offers a robust database that includes macro ratios for each food item. Both apps present this information in an easy-to-read format, enhancing user understanding.Gamification increases user engagement and retention by making the tracking process enjoyable, as noted in user reviews praising the fun aspects of the app.
How leaders do it: BitePal uses a cute raccoon mascot to create a fun atmosphere around food tracking, rewarding users for logging meals consistently. Lose It! includes challenges and badges that users can earn, fostering a sense of community and competition.This feature appeals to users who are hesitant to commit, leading to higher initial engagement and potentially converting them into long-term users.
How leaders do it: MyNetDiary allows users to start logging meals immediately without an account, which lowers the barrier to entry. Calorie Counter by Numify follows suit, providing a seamless experience that encourages users to try the app without commitment.Visual progress tracking motivates users by providing tangible evidence of their efforts, which is often highlighted in user feedback as a critical component of their success.
How leaders do it: MyFitnessPal and Lose It! both feature graphs and charts that visually display user progress, allowing for easy tracking of weight changes and goal achievements. Cronometer adds detailed reports on nutrient intake over time, providing a holistic view of health.A user-friendly interface enhances the overall experience, making it easier for users to engage with the app regularly, which is crucial for long-term adherence.
How leaders do it: MyFitnessPal employs a clean layout with easy access to logging features, while MyNetDiary focuses on minimalistic design that reduces clutter. Lose It! uses a straightforward onboarding process that guides users through the app’s features.Community support fosters motivation and accountability, as users feel connected to others on similar journeys, which is often cited in reviews as a key motivator.
How leaders do it: Lose It! includes community features where users can join groups based on shared goals, while MyFitnessPal has forums where users can seek advice and share progress. These features are integrated into the app’s main navigation for easy access.This feature appeals to users interested in intermittent fasting, providing them with a comprehensive tool to manage their dietary habits effectively, as highlighted in user reviews.
How leaders do it: Cronometer includes a fasting tracker that allows users to set fasting windows and log their fasting periods, while MyNetDiary provides reminders and insights into fasting benefits. Both apps integrate these features into their main dashboards for easy access.- 1pricing / subscription3 mentions“except for ads”
- 2little raccoon2 mentions“little raccoon”
- 3nutrition / calories2 mentions“calorie counter”
- 4shot / activity tracking2 mentions“calorie tracker”
- 5weight loss tool2 mentions“weight loss tool”
- 6search / filtering1 mention“easy it is to search items and it used to be free to scan them too (shame to miss this feature now)”
- 1pricing / subscription316 complaints“You can monitor all your biometrics. Everything. And if you have the paid version you can get suggestions on the nutrients you may need. Finally. A good app and at a decent price.”
- 2login / account68 complaints“I deleted my entire account and they are still trying to charge me. I’ve blocked future payments from my bank but beware! There’s no response to try to rectify this”
- 3support / customer service68 complaints“I deleted my entire account and they are still trying to charge me. I’ve blocked future payments from my bank but beware! There’s no response to try to rectify this”
- 4reliability / bugs58 complaints“Constant crashes, multi year user. Please fix.”
- 5simplicity / fewer taps25 complaints“Couldn’t see full screen, difficult to delete goods and navigation of app was not intuitive.”
- 6performance / battery23 complaints“Consistently takes 55-65 seconds to open (loading screen).”
- 7alerts / notifications8 complaints“i like it its just a bit annoying i think its slow or something but it will tell me the next day to track my dinner or something when i had already tracked it idk i think the notifications are a bit repetitive sometimes i havent eaten ye...”
- 8Apple Watch4 complaints“Was loving the app functionality and connectivity with my Apple Watch workouts. All of sudden two days ago the scan foods option stopped working. Please fix the app or tell me how to get it working.”
- 1pricing / subscription5 asks“a refund, 2 weeks later they said that the app rejected the refund , this kept happening until the subscription ended after a whole year , and I still didn’t receive my money back”
- 2workouts / plans2 asks“settings reset button”
- 3reliability / bugs1 ask“this bug”
- 4search / filtering1 ask“was a way to search your saved items”