The generalized convective Maxwell fluid with variable coefficients (GCMFVC) is proposed and discussed. This model eliminates the drawbacks of the generalized convected Maxwell fluid (GCMF) in steady shear flow. The performance of the model proposed is compared with rheometic data of nine fluid samples reported in the literature. Quantitative predictions of the non‐Newtonian viscosity and primary normal stress difference are presented.