Diabetes Prevention Act of 2012 - Amends title XVIII (Medicare) of the Social Security Act to direct the Secretary of Health and Human Services (HHS) to make payments from the Federal Supplementary Medical Insurance Trust Fund to qualified third-party intermediaries for diabetes prevention services furnished to prediabetic Medicare beneficiaries by eligible entities in local communities that are networked and managed by such third-party intermediaries.