In 2020, we kicked off projects on a journey toward interpreting the data we extracting from our multiple systems at Ferring International. We reviewed many suppliers, and tenders, including one from Dieple Consulting. What was remarkable about their service offer is that it was tailored specifically to our needs, and free from license fees; making it much easier for them to demonstrate the value of their machine learning solutions to our business. The solution they proposed would reduce our current analytical results considerably. Christophe displayed great intuition around our data, with the skills to translate our business need into IT requirements for the extraction process, and then convert that into an analysis that demonstrated real process understanding, as well as statistical skills. It was a pleasure to interact with Christophe and his team on this, and we look forward to working with him and the team in the future as more opportunities present themselves.