The standard model of particle physics is one of the successful theories in physics. But there are some questions which can only be addressed by theories beyond the standard model. The CMS experiment at the large hadron collider (LHC) has the ability to test some of these theories at the highest energy scale available today. In this talk I will describe some of the searches for new physics that utilize boosted object tagging techniques to distinguish signal from standard model background processes. The talk will also describe how the strategy for new physics searches has evolved over the years and what type of signatures are left unexplored, especially in the context of missing transverse momentum signatures. Additionally, the data collected during Run 2 and 3 of the LHC will provide a basis for developing new search strategies during the high luminosity LHC.