The biggest challenge was integrating AI in a way that feels helpful, not unpredictable. In a clinical setting, outputs must be clear and controllable, so the system was designed to keep AI constrained, consistent, and always editable. Another challenge was reducing cognitive load. The app handles dense clinical data, but the interface had to stay clean and fast. This required careful decisions around layout, input flow, and what information is shown at each step. We also had to translate real-world clinic workflows into a digital system without slowing users down. That meant simplifying processes without removing the flexibility clinicians rely on. Finally, speed mattered. Every interaction, from entering patient data to generating prescriptions, was optimized to reduce steps and keep consultations efficient.