We demonstrated graphene-based photo-field-effect-transistors fabricated from low-doped semiconductor substrates with various dielectrics. In deep depletion, carriers generated in the semiconductor accumulate at the dielectric-semiconductor interface modifying graphene’s conductivity. Consequently, monitoring graphene’s source-drain current permits real-time readout for detection with built-in gain from graphene's large transconductance.