This paper presents a geometry embedding approach to generating scalable synthetic circuits. Our circuit generator uses structural, physical and electrical characteristics of real circuits to produce diversified synthetic circuits with different yet reasonable Rent’s exponents. Experimental results show that the wire length of our synthetic circuits do not grow wildly with increasing circuit size. They suit well for assessing the performance of placement and routing tools.