Dubious Machines GmbH is a company rooted at the intersection of telecom and IP-based solutions that advises on product strategy and development organisation. It offers services such as value-based product strategy, value-driven development, high-performance embedded development, mobile network benchmarking, and DevOps/Agile practices. The company also assists with breaking up monolithic architectures, resolving platform-versus-customer feature conflicts, and performance optimisation in high-bandwidth or constrained environments.