The document describes how Ad.ly, a marketing company, integrated linked data from Freebase to power their celebrity marketing platform. They matched their celebrity profiles to entities in Freebase to enrich the profiles with additional data. They built tools to reconcile new celebrities through expert matching. This allowed them to build business intelligence features like filtering profiles and augmenting displays. They also discussed processes for feedback and maintenance to continuously improve their data.