Planarity of crisp graphs is a well-established field, whereas planarity within a fuzzy framework has seen recent development and extensive exploration. In an m-polar fuzzy graph (mPFG), each node and edge is associated with m-components, connected through minimal relationships. However, if one desires to incorporate maximum, average, or other intermediate relationships between nodes and edges, the mPFG concept becomes inadequate as in the m-polar fuzzy model, only minimum relation is considered. To address this limitation, a generalized model of mPFG is introduced in this article, allowing for a broader range of relationships to be considered simultaneously. This paper also discusses the properties of generalized mpolar fuzzy environments and generalized m-polar fuzzy graphs (GmPFGs), highlighting their isomorphism. Several significant findings and insights are presented in this paper. The article delves into the properties and characteristics of generalized m-polar fuzzy planar graphs (GmPFPGs) and explores various intriguing aspects related to them. Additionally, a novel concept of a generalized m-polar fuzzy dual graph (GmPFDG) is introduced, derived from GmPFPGs. The paper establishes a relationship between the dual of a GmPFG and GmPFG, examining their properties in the context of dual GmPFPGs. Lastly, the article discusses an illustrative example of a social group network problem assessing the group's activity based on attributes such as cooperation, team spirit, awareness, controlling power, good behaviour, and creativity.INDEX TERMS Fuzzy graph, m-polar fuzzy graph, planarity of generalized m-polar fuzzy graph, dual of generalized m-polar fuzzy planar graph, fuzzy face.