Computer vision is AI. If they literally want a robot eye to scan their cluttered pantry and figure out what is there, that'll require some hefty neural net.
Edit: seeing these downvotes and surprised at the tech illiteracy on lemmy. I thought this was a better informed community. Look for computer vision papers in CVPR, IJCNN, and AAAI and try to tell me that being able to understand the 3D world isn't AI.