ML Habit Tracking App

Springs' machine learning and web engineers developed an ML-based mobile app for Android and iOS created to help people to fight their bad habits by tracking everyday progress.


  • Client: Healthcare Startup
  • Industry: Healthcare
  • Location: Saudi Arabia
  • Team: React Native Developers - 2, Project Manager, QA Engineer
  • Timeline: 2 months
  • Services: Discovery Phase, Mobile Development, Quality Assurance, Project Management
  • Tech Stack: Javascript, React Native
  • Problem: Many people around the world suffer from bad habits and don't know how to handle them on a daily basis.
  • Product: Mobile application with a ML-based system that motivates users to reach their goals with bad habits overcoming.
  • Result: The app help users not only track their progress but also proactively stay aware and prevent potential difficulties in their battle against bad habits.  


The application's main objective revolves around providing a supportive platform for individuals on their journey toward a more enriched and healthier lifestyle. With a strong emphasis on aiding people in overcoming detrimental habits like smoking and drinking, the app is a manifestation of the client's vision to offer a practical solution for those seeking positive change. What distinguishes this application is its user-friendly design, deliberately crafted for seamless integration into users' daily lives, ensuring that the power to effect transformative change is literally at their fingertips.

Understanding the significance of promoting healthier living and addressing common habits that hinder personal growth, the client's primary focus was on developing an application that could act as a remedy for those aspiring for a positive shift. Recognizing the pervasive impact of unhealthy behaviors, the app is specifically tailored to target and counteract practices such as smoking and drinking, all while being easily accessible and effortlessly incorporated into users' routines. By prioritizing the integration of this tool into the daily lives of users through their mobile devices, the client sought to facilitate a transformative experience that aligns with the ever-evolving demands of contemporary lifestyles.

With an unwavering commitment to fostering a healthier society, the app's creators sought to provide a practical solution that resonates with individuals striving for a better quality of life. By acknowledging the need for a user-friendly approach to combat common detrimental habits, the app was meticulously designed to offer a seamless and convenient experience for users. By placing the power of change directly into the palms of users' hands through their mobile phones, the app not only empowers individuals to take charge of their habits but also underscores the importance of integrating positive lifestyle changes into the fabric of their daily routines.


ORACLE is a cutting-edge cross-platform mobile application with a ML-based system that predicts, encourages and motivates users to reach their goals while simultaneously offering an efficient means of badge management.

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However, the true innovation of ORACLE lies in the integration of a custom machine learning algorithm. This algorithm moves beyond traditional data analytics. It has the capability to predict potential setbacks in a user's journey, offering invaluable insights for the next three days. What makes this predictive model particularly intriguing is its focus on user emotions and the level of urgency. By considering real-time emotional states and urgency levels, ORACLE offers a deeply personalized tool for self-improvement, adapting to individual needs and circumstances.

An outstanding aspect of ORACLE is its motivating reward system, which issues badges to users as they achieve their goals. This feature is managed through a user-friendly admin panel, making it convenient and accessible for individuals seeking to improve themselves. However, what truly sets this app apart is its incorporation of a bespoke machine learning algorithm. This advanced technology not only tracks past achievements and setbacks but also takes into account real-time emotions and the level of urgency a user is experiencing. This predictive element empowers the application to foresee potential setbacks in the next three days, providing users with proactive insights to help them stay on the path toward a healthier and more successful lifestyle.


Oracle has captured a dedicated audience by offering more than just monitoring capabilities. It stands out for its unique ability to help users not only track their progress but also proactively stay aware and prevent potential difficulties in their battle against bad habits. It goes beyond simple habit tracking, empowering individuals with the tools they need to make lasting positive changes in their lives.

What sets this mobile application apart is its appeal to users who seek more than just passive monitoring of their habits. It has gained a loyal following because it goes the extra mile by equipping individuals with the means to not only keep tabs on their progress but also actively anticipate and address potential challenges in their efforts to overcome bad habits. In essence, it's a proactive ally in the journey towards personal improvement.

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