Evidence-based (EB) programs provide a tested means for addressing serious public health concerns. While establishing and maintaining fidelity to these programs is critical for high-quality outcomes, unfortunately, implementation reports rarely describe the strategies used to train and monitor fidelity in community-based implementations. Thus, an essential translational ingredient is a clearly articulated model for establishing a systemic, sustainable fidelity framework. This article provides a detailed description of the fidelity-focused framework developed for Michigan's statewide implementation of the Savvy Caregiver Program. This framework, titled Creating Confident Caregivers® (CCC), instilled conceptual understanding of fidelity, practice adherence, and competence via ongoing progressive practitioner training, peer observation, participant evaluation, and experiential assessments. Practitioners maintained very high evaluations from participants, and a select cadre of practitioners achieved master trainer status to monitor regional fidelity. This framework promotes sustainable fidelity to EB interventions and provides a replicable platform for other community-based implementations.