Data owners have varying access thresholds; sharing doesn’t have to mean democratizing. We design and implement systems that enable controlled data enrichment. Our systems enable each data owner to exquisitely manage their portion of the data. Within the medical world, medical professionals need to often collaborate with regard to a patient. The ability to share correlate and annotate medical information on a patient between medical professionals in a secure, discoverable way can dramatically improve coordination and support.