Growing void between enterprise and frontier AI puts open weights models in the spotlight

Open weights models from Google, Microsoft, and Alibaba are positioning themselves as serious enterprise platforms rather than research toys. The market is splitting between heavyweight frontier models requiring cloud APIs—raising data sovereignty concerns—and smaller specialized models optimized for specific tasks. Enterprises increasingly adopt open models to avoid exposing sensitive data to proprietary APIs.