I am a senior manager at the Paris office, responsible for MaaS, innovation and so on. I have experience working on application development for DX using cutting edge technology, large system development projects, innovation projects using open source and frameworks, system budgets and investments, and innovation in operations at railway stations. I have presented at international conferences on a wide range of areas including the use of AI technologies and MaaS.