Membrane sweeping is recommended in several scenarios: - Women who are past their due date and have not yet gone into labor. - Women who have medical conditions that necessitate inducing labor, such as gestational diabetes or preeclampsia. - To potentially reduce the need for more invasive induction methods, like the use of oxytocin or artificial rupture of membranes.