In this paper, we address Fano manifolds of dimension n >= 3 with a locally unsplit dominating family of rational curves of anticanonical degree n. We first observe that their Picard number is at most 3, and then we provide a classification of all cases with maximal Picard number. We also give examples of locally unsplit dominating families of rational curves whose varieties of minimal tangents at a general point are singular.