Introducing Deep Extract

Deep Extract is an advanced data extraction tool designed to improve accuracy in processing long and complex documents by using an agent-in-the-loop approach, which autonomously verifies and corrects its outputs. By breaking down documents into manageable parts and iterating the extraction process until it meets a defined quality threshold, Deep Extract achieves field accuracy of 99–100%, surpassing traditional single-pass models and even expert human labelers. This method is particularly effective for documents such as invoices, financial statements, and other extensive records where existing extraction pipelines often fail, due to their inability to capture every necessary detail consistently. With its implementation, users can automate the extraction of thousands of line items across hundreds of pages, ensuring that outputs are not only accurate but also traceable to their original source through granular bounding boxes. Although it takes longer than standard extraction methods, Deep Extract offers a more efficient and scalable solution compared to manual verification, making it ideal for enterprises handling high-stakes documents.