It is of crucial importance to monitor structural health and operational conditions of critical built infrastructure items such as bridges for their resilience and service lifespan. For this, advanced technologies of robotics and AI can offer significant advantages. Fast-emerging developments in this sector require a timely and systematic review and technical guide for researchers and practitioners. As such, this book is intended to comprehensively introduce and thoroughly provide an overview of the methods used in the development of robotic and AI-powered systems for inspection and potential defect identification of bridges (while maintaining their serviceability under inspection).