This paper describes the development of a bibliometric strength, potential and risk analysis tool, and its (potential) applications for research strategy. We focus specifically on the path leading up to development, our motivations and strategic needs. Furthermore we highlight the co-creation of the tool together with bibliometric experts and discuss the methodology behind the tool, how it works and initial feedback on how insights from the tool can be applied for research strategy.