We are making software for heavy equipment brokers to manage their inventory and deals. A lot of times these guys have incomplete information for their contacts and so have a backend service that can take partially filled in customer data and complete the missing fields. The contacts in this industry are not on LinkedIn or other social media typically so services like FullContact's API aren't very useful thus the need for human powered research.