 We found that only around 10% of people living with multiple sclerosis have been regularly using consumer-facing technology for both daily activities and health-related purposes. This suggests that current consumer-facing technologies for MS are not appealing to a large portion of the population. Our low-resource approach of capturing and clustering technology exposure can help us better understand potential target audiences for future patient-facing technologies. This article was authored by Vasilios Nittas, Chiara Zeca, Christian P. Kam and others.