Capturing consistent, high-quality images across a wide range of devices while keeping the flow fast and intuitive. At the core, the app depended on an experimental and rapidly evolving AI capability—iterating quickly without compromising stability, UX, or release cadence. Another key challenge was supporting a model capable of identifying the dog correctly and guiding users through the right capture steps so results remained accurate and repeatable in real-world conditions.