Introduction Why do some high school AI projects immediately stand out to admissions officers while others feel interchangeable? The answer is rarely coding ability alone. Strong projects usually begin with a real-world problem, use meaningful datasets, and produce something functional that others can interact with. A student who trains a machine learning model on public healthcare data to predict hospital readmission risk demonstrates a very different level of thinking than