Updated version of Mind the Gap: Optimal and Equitable Encouragement Policies, highlighting our audit-to-remedy workflow for disentangling the gains and limits of targeting via changes in take-up versus efficacy, with case studies in SNAP reminders and supervised-release algorithmic advice.