The value chain for MEMS sensors offers unique challenges and at the the same time huge potentials for the implementation of AI driven optimization measures. This requires a change of mindset and collaboration across many organizational boundaries. We will discuss some examples and key learnings from the Inertial MEMS Sensos value chains from Bosch.