Abstract: A vendor matching engine and method of use, which may be used by a prospective bidder on a government contract or another prospective selectee in order to determine which bids or applications are most worthwhile to pursue. The engine may perform steps of retrieving transactional or vendor registry information, such as Federal Procurement Data System data or System for Award Management data, and may then use this data to generate matchability scores characterizing the compatibility between the selector and selectee. To generate these scores, the distances between selector and selectee coordinates in n-dimensional space may be used in order to determine how similar the prospective selectee is to the selector's desired selectee, allowing a vendor to prioritize government contracts for which they may be best suited. The system may also be used for other pairings of applicants and awarding parties, such as universities and research granting organizations.