Plasmonics based sensing using the surface plasmon resonance of metal nanoparticles has been effectively demonstrated in various applications. Extending this methodology to cell and artificial lipid bilayer membranes would be extremely beneficial in enhancing the sensitivity of the detection of binding and cellular transport of molecules across such membranes. Here we demonstrate the creation of a artificial plasmonic biomembrane template and use it to demonstrate the enhanced detection sensitivity of certain widely used biomarker molecules. The efficacy of these templates are explained in terms of the ability of the hydrophobic polymer grafted gold nanoparticles, used, to organize, penetrate and fluidize the membranes. The enhancement of photoluminescence of the dye molecules used occurs over a reasonably large spectral range as compared to the plasmon resonance of gold nanoparticles. The results could, possibly, be extended to cellular membrane with relevant modifications, as well as to detection of any other biological molecules, appropriately labeled with fluorescent dye molecules and demonstrates the versatility of these plasmonic bio-inspired platforms as potential bio-chemical sensors.