Bain said demand for GPUs and AI consumer electronics could be the cause of a chip shortage.

"Surging demand for graphics processing units (GPUs) has caused shortages in specific elements of the semiconductor value chain," Anne Hoecker, head of the technology practice in the Americas at Bain, told CNBC by email.