Extract organized insights from diverse unstructured information collected from sources such as receipts, digital accounts, paychecks, emails, and beyond, all sourced with permission from our engaged community of consumers. Our highly rated mobile applications enable a network of carefully vetted consumer panelists to actively share transaction documents, encompassing receipts, digital accounts, paychecks, emails, and other relevant data. The combination of our impressive retention rate and stringent vetting procedures allows us to conduct some of the most reliable longitudinal research available in the market. Utilizing advanced machine learning techniques, we convert this raw data into dependable structured datasets, which are made accessible around the clock to data science leaders via platforms such as AWS, BigQuery, SnowFlake, and customized data feeds. Our commitment to excellence is reflected in our community, which is supported by proprietary systems that incorporate technologies like facial recognition and government ID verification. In addition to this, we enhance our operational processes with machine learning, ensuring that panelists receive thorough training to maintain the highest standards of data quality. This unique approach not only strengthens our research capabilities but also fosters trust within our community and enhances the overall user experience.