You said "paying less of course" what would you recommend? I want to make it attractive but fair.Sign up as Advertiser on already existing affiliate networks with your offer, paying less of course so you can keep your profit margin in line.
Eventually you will get affiliates contacting you directly, so they can earn more and cut out the network which is between you