$9.5 billion in US claimed by the Covering House; link to source at UN is old and I can't verify their number (not unreasonable given the other sources listed):
http://thecoveringhouse.org/act/resources-2/sex-trafficking-...
$32 billion global market (per UN)
http://www.unodc.org/unodc/en/frontpage/2012/July/human-traf...
$15 billion generated in industrialized nations...(some digging required)
http://www.amsa.org/AMSA/Homepage/About/Committees/CEH/Human...
Roughly half of market derived from US customers:
http://www.mncasa.org/Documents/svji_facts_17_3570942294.pdf...
For example, that 9.5 billion figure isn't anywhere in the UN page it's cited to. So far I've traced it as far as a DoJ report from 2004 which claims: "According to the UN, human trafficking is the third largest criminal enterprise worldwide, generating an estimated 9.5 billion USD in annual revenue according to the U.S. intelligence community." No specific citation for that claim, naturally, but it looks like originally it was just a guess that some unnamed intelligence community pulled out of their ass.
Is this less impressive of a number?