Refinery Affiliate | 161 followers on LinkedIn. Refining data and experience into intelligent insights for affiliate marketers | Refinery is an AI powered affiliate marketing tool that maximizes output and saves time for affiliate managers. Refinery mainly does 2 things: 1.) Provides a vetted list of high value potential partners to add to your program 2.)