It costs more, because you need a bigger bursty supply behind, bigger hardware, etc. You have "some" economy of scale but not fully. This is why for example, you have many charging stations who are now coupled with batteries, to be able to smooth the load on the grid. At the end you get:
grid -> battery pack at the charging station -> battery of the vehicule
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