CHALLENGES
The core challenge was designing a workflow that felt precise and controllable, not just generative and unpredictable, so creative directors could trust the output enough to actually ship it. This meant close attention to how much control to expose (sliders, presets, prompts) versus how much to automate, balancing creative flexibility against the risk of overwhelming non-technical marketing users.