Hardware issue

Hi, I am fairly new to deep learning and would like to ask is it feasible to run an deep learning object detection inference model 24/7, if so what is the hardware required for it? And we are having over few thounsand CCTV, to run different model for each of them seems like a resouce-consuming task? FYI, its a helmet detection project.

Comments appreciated.