Wouldn't have cost much. The lecterns they already had, the TV they probably also already had.
I think the room is usually used for events.
The fact the Covid briefing broadcasting is being done by BBC/Sky/ITN on a pool arrangement would have a significant impact on the cost.
And the Covid briefing room is the State Dining Room, I believe.