AI-TranspWood ambition is to create an AI-driven multiscale methodology for new Safe and Sustainable by Design (SSbD), and functional wood-based composites and demonstrate the concept for Transparent Wood (TW), a promising composite with potential applications in several industrial fields, such as construction, automotive, electronics and furniture.