AI becomes truly transformative when it is pointed at specific, well-defined problems rather than vague ambitions or abstract innovation goals.
Targeting one well defined decision point at a time and improving model performance and adoption, gradually results in systems connecting with each other to take measurable action
Defining each use case around a single measurable outcome such as time saved, revenue lifted, or errors reduced aligns AI work directly with business value
