The edge ai high-bandwidth memory chips market is projected to grow from USD 1.3 billion in 2026 to USD 3.7 billion by 2036, at a CAGR of 10.9%. HBM3 or HBM3E will dominate with a 44.0% market share, while ai inference will lead the application segment with a 39.0% share.