Across the AI sector, start-ups are struggling to secure the graphics processing units (GPUs) needed to train and run their models. Supplies of Nvidia chips are increasingly being diverted by cloud giants like Microsoft to their own internal teams and largest customers, leaving smaller firms competing for what remains — often at sharply higher prices.