Transparent Wood (TW) is a promising composite characterized by lightweight and transparency to visible light, along with its sustainability. By using successive treatments (i.e., delignification, infiltration with suitable resins and, eventually, functionalization) TW becomes a good candidate to replace glass and plastics in several industrial applications, such as construction, automotive, electronics and furniture. The AI-TranspWood project, funded by the European Commission, has the ambition to create an AI-driven multiscale methodology for TW composites. In this context, modelling of resin infiltration into delignified wood is an important step to understanding and optimizing the fabrication of TW products.