Edge Intelligence (EI) is a new solution for improving IoT services by overcoming cloud computing limitations. To analyze this field, this paper provides a systematic analysis of existing studies using the PRISMA methodology. The paper outlines research questions to explore the past, present, and future directions of EI, as well as its relationship with IoT and cloud computing.