The objective of this work was to assess the combined effects of the blending ratio in a fluidized gasification process, where the focus was to quantify the relationships between the response variables and vital operating factors. The response variables used in this work were gasification efficiency, tar yield, and carbon conversion with different bed materials such as silica and limestone. Experiments were conducted over a temperature range of 700-900 degrees C, using equivalent to 0.35. All of the response variables were successfully fitted to either a two-factor interaction or quadratic model. Using response surface methodology (RSM), the effects of individual operating factors and their interactions were categorically determined, which were not otherwise possible by the classical design of experiment methodology. Using the resultant response variable correlations, gas efficiency was optimized as a function of the different blending ratios and bed materials. The full potentiality of wheat husk, sugarcane bagasse, and coconut shell for fluidized gasification was successfully investigated via RSM.