I have a few of the ibex camis with built in shelf bra (the woolies one you linked to definitely doesn't have a built in shelf bra)...

I could wear them to an office, but more with like a cardigan over it - they're pretty form fitting. so I guess it depends on how tight you want this camisole to be?