After reading the sypnosis and watching a few episodes, I realized this is adaption of Korean movie/ drama - [The Beauty Inside (Korean: 뷰티 인사이드; RR: Byuti Insaideu) is a 2018 South Korean television series based on the 2015 film of the same name.] taken from wiki.

Korean drama lead [Seo Do-jae (Lee Min-ki) who is an executive director of an airline company, seems perfect. He is attractive and intelligent but he actually suffers from prosopagnosia.] taken from wiki, which is face blindness

Watch the Korean drama of 16 episodes to understand the Korean movie and watch this 40 episodes Chinese drama when you have lots of time to kill or keep you company while doing chores! Lol

It is easier to watch this Chinese version after watching the Korean drama. This Chinese version has more details and comes with some crime storyline with it albeit being draggy. The leads deliver the storyline well so it is easy to get me started with the drama and continue.