I suppose knowing what the various statues, museums, etc are and maybe the best times to visit and such like... maybe good spots for lunch on various budgets, etc. TBH, you could blag your way through it without much knowledge, assuming that the victim probably hasn't been there before or done much research.
I usually suggest they take one of the hop on hop off bus tours.