The non-similar natural convection flows of an incompressible viscoelastic fluid past an isothermal cone with BIOT number effects and variable temperature are investigated. The Keller-Box technique is utilized to solve the transformed conservation equations subject to physically appropriate boundary conditions. The variations of different emerging dimensionless parameters on velocity, temperature, skin friction coefficient and heat transfer rate profiles are presented. © 2021, Springer Nature Singapore Pte Ltd.