Abstract: Disclosed are systems and methods for profiling a plurality of companies. The companies are profiled by receiving HTML files on the world wide web that contain hyperlinks to a domain name of one or more of the plurality of companies; determining an ingress of each of the plurality of companies based on a number of hyperlinks to the domain name of that company in the HTML files; receiving industry categories and industry embedding values for each of the plurality of companies; and designating a first company and a second company of the plurality of companies as similar based at least in part on one or more of the ingress of the first company, the ingress of the second company, a semantic distance between the industry embedding values of the first company and the industry embedding values of the second company, and a number of industry categories common between the first company and the second company.