I realize it's not super intuitive, but adding more housing, even housing that is unaffordable to most people, has ripple effects that help to reduce the cost of housing for everyone else.

Here's one study, but this has been ound to be true in several others as well.

https://www.sciencedirect.com/science/article/pii/S0094119022001048?via%3Dihub