Red supergiants are necessarily no more than about 25 million years old and such massive stars are expected to form only in relatively large clusters of stars, so they are expected to be found mostly near prominent clusters.
Since 2006, a series of massive clusters have been identified bear the base of the Crux-Scutum Arm of the galaxy, each containing multiple red supergiants.