
In this app‑demo video, the presenter walks through Clean and Clear, a mobile application that creates personalized skincare routines from a user’s selfie. The workflow begins with the user taking a selfie; optional preference inputs—such as routine complexity, primary skin goal, and allergy information—can be added. The app analyzes the facial image, but if the photo quality is insufficient (e.g., glasses obscuring the skin), it prompts the user to retake a clearer picture. Once a satisfactory image is provided, the app generates a morning and evening routine, suggests specific products with direct Amazon links, and allows the user to save the routine locally on the device for future reference. The demo highlights the importance of clear imagery, the customization options, and the seamless integration of product recommendations.



