Ann Taylor Factory is opening a new store in Federal Plaza on Rockville Pike. Founded in 1993, “Ann Taylor Factory offers unique, high-quality designs at an incredible value including suits, dresses, tops, pants, accessories and so much more in over 100 stores nationwide.”