Develop structured intelligence from unstructured data gathered from receipts, digital accounts, paychecks, emails, and more, all fully permissioned and compiled directly from our active community of end consumers. Through our top rated mobile apps, our community of vetted consumer panelists proactively contribute transaction documents including receipts, digital accounts, paychecks, emails, and more. Our high retention rate and rigorous vetting process enable some of the highest-quality longitudinal research in the industry. We use machine learning to transform data into reliable structured datasets delivered 24/7 directly to data science leaders through AWS, BigQuery, SnowFlake, and custom data feeds. Experience best-in-class quality with our directly sourced community backed by proprietary systems that utilize facial recognition, government ID verification, and more. We combine machine learning with operational processes to ensure panelists are trained.