
AI’s advantage was shifting from headline-grabbing models to the understated platforms that made those models reliable, governable, and profitable at scale, a pivot that quietly reordered enterprise priorities even as public attention lingered on novelty. In boardrooms and build rooms alike, the question stopped being which model won a benchmark and became how fast a company could learn safely in










