Digitalization triggers new requirements for metrology and, in return, enables the realization of novel measurement capabilities. METAS is building new competencies to prepare for the upcoming change. The present project is the first step of the digital transformation. The aim is the development of a toolbox based on artificial intelligence (AI) techniques, which should enable the creation of new services and the adaptation of old services for the digital market across all technical fields. The AI tools will initially support further development of specific in-house technologies. The toolbox will focus on confidence evaluation of simulations and models used during calibration, condition monitoring (CM) of measurement setups and AI-aided validation and verification (V&V) for calibration procedures. Finally, the present project will define the fundamentals for the AI supported evaluation of sensor networks, towards subsequent projects of the digital transformation