Structured intelligence can be developed from unstructured data collected from receipts, digital account, paychecks and emails. All of this data is fully consented to and compiled by our active community. Our community of vetted panelists actively contribute transaction documents, including receipts and digital accounts. They also provide emails, paychecks and emails. Our high retention rate, rigorous vetting procedure and extensive research allow us to produce some of the best longitudinal research in the market. We use machine-learning to transform data into structured datasets that are delivered 24/7 directly to leaders in data science via AWS, BigQuery SnowFlake and custom data feeds. Our directly sourced community is backed by proprietary systems, including facial recognition, government identification verification, and others, to deliver best-in class quality. We combine machine-learning with operational processes to train panelists.