We propose the design of low strained and energetically favourable mono bilayer graphene overlayer on anatase TiO$_2$ (001) surface examined electronic structure interface with aid first principle calculations. In absence hybridization between states, dipolar fluctuations govern minor charge transfer across interface. As a result, both substrate retain their pristine structure. The monolayer re...