NHL teams are integrating artificial intelligence to bridge the gap between data-driven and traditional scouting. This shift moves beyond basic statistics toward predictive operational modeling. Hockey executives now use these tools to optimize roster construction. The result is a widening competitive divide between teams that embrace AI and those relying on legacy intuition.