Most AI transformation plans end in a slide deck. A better first project saves hours on one workflow, scores the result in eight weeks, and earns permission for what comes next.

The real shift with AI isn't writing better prompts, it's designing the architecture around the model, breaking work into focused parts with clear interfaces so the system stays performant, legible, and maintainable. The long-term advantage isn't a bigger model, it's the engineering instinct to build rails around the right one for the task.

Product management and Conversion Rate Optimisation are often spoken about separately, but in reality, they are closely intertwined.