The major factors affecting mental health and well-being globally include depression, anxiety, and stress. These significant issues pose a serious threat to an individual's mental well-being. However, they can be addressed through modern technological solutions. To address these challenges, Soulease, a mobile platform, was developed to provide support and information to individuals facing mental health concerns. This paper explores Soulease by detailing its development, key features, and the potential impact on users' mental well-being. The study also evaluates how the platform aligns with its objectives and optimizes the user experience to enhance its effectiveness. The study findings indicate that easy to use interface; availability of multiple resources; supportive features and tools enable the users of the platform to better navigate mental health issues and build positive coping mechanisms within the wellness domain. Further, the paper analyzes how psychological underpinnings of Soulease were informed and used with cues from CBT, K10, K7, LSTM, Natural Language Processing (NLP), machine learning approaches and positive psychology. Being evidence-based, Soulease connects clients with mental health management and support solutions such as mood logging, mindfulness exercises, and cognitive re-scripting based on their individual conditions.