BST search, insert, and delete operations typically run in time O(d). What is d?
Think about a given insert or search operation.
How many nodes get looked at?
The operation moves down the tree, looking at a node at each level that it visits.
So the total work is the number of nodes that it visits, which is the same as the depth of the last node.