thereby increasing productivity. it also means monitoring the project from end to end, right through to the industrialisation phases. finally, it means encouraging feedback on the difficulties encountered during a project, so that we can make collective progress on subsequent projects. 1 / 3 bis - central bankers'speeches b / this approach feeds into and forms part of an overall reflection on the evolution of it systems, focused on the question of data and its use. whether structured or unstructured, data is the key element in the acpr's analyses and controls, and it is growing exponentially. the suptech projects all aim to facilitate the management, access and visualisation of this data, to enable better targeted analyses and controls to support our risk - based supervision and to improve its effectiveness and efficiency. moreover, the suptech approach cannot afford to overlook the technical problems linked to the management, evolution or decommissioning of existing systems. the insertion of new tools into the existing environment cannot be improvised, but must instead be designed in a way that is consistent with developments in the information system as a whole. in addition, decommissioning old applications - which may be one of the objectives of deploying new tools - should also be integrated into the data enhancement strategy : in many cases, legacy applications contain a wealth of data, which should not be overlooked. ii. to be effective, this approach must also be carried out in a spirit of anticipation and openness. a / we must first anticipate the profound changes in our practices and organizations that some new technologies are likely to bring about. for example, generative ai offers exciting opportunities, particularly in terms of synthesising, extracting, and classifying information, or generating text or computer code. at the same time, it raises a large number of concerns, in terms of reliability, data confidentiality or intellectual property. to anticipate the effects of these new technologies, we need to go through the learning curve as quickly as possible, to get as complete a picture as possible of their potential benefits, but also of their risks. in particular, the experimentation approach can facilitate accelerated learning. for example, in may 2023, the banque de france, through the innovation platform operated by its lab, launched a call for contributions on the uses and impacts of generative ai on its activities. addressed to the innovative ecosystem, it aims, on the one hand, to refine our understanding of this technology and, on the

denis beau : how to keep suptech future - proof initial remarks by mr denis beau, first deputy governor of the bank of france, at the supervision innovators conference, frankfurt am main, 20 september 2023. * * * the digitalization of finance, the emergence of new players and technologies as well as associated risks, including cyber risks : all these trends make it urgent to develop an enhanced approach to financial supervision. how do we meet this challenge, at the acpr and banque de france? i. first, by adopting a proactive and demand - driven approach to innovation, which has resulted in the launch of a " suptech " programme in 2019. this programme aims to strengthen the acpr's supervisory capabilities using new data processing and artificial intelligence technologies. a / all the projects identified, developed and deployed since 2019 are the result of a structured process based on a number of incentives and filters. i would like to mention two in particular, which play a very important role. one very important incentive is provided by the strong impulse and involvement in the selection and monitoring of the investigation, implementation and deployment phases of the projects from the highest levels of the management chain, who set " the tone from the top ". this strong impulse and involvement helps to overcome the inevitable - and understandable - resistance generated by the transformation of established business processes. to ensure that this momentum is maintained overtime, the suptech programme has been included in the banque de france's 2019 - 2024 strategic plan, and features prominently in the list of priority actions monitored by the executive committee. among the filters used, one of the most important is that the projects contribute to solving the day - to - day operational problems faced by acpr staff in the course of their duties. in other words, our approach is demand - driven, rather than supplydriven, to avoid the classic situation of solutions in search of a problem, which end up sitting on the shelf. to do so, as we know that it is hard to imagine an innovative solution without knowing what technology can and cannot do, we now have supervisory experts and it staff working together in project - oriented teams combining creativity and know - how. in addition to these incentives and filters, the top management has a role to play to promote more efficient and less costly approaches, with attention paid to the results of each project. being more efficient means giving priority to agile project management methods, which allow issues to be corrected as they arise,