Cognitive Machine Reading (CMR), a combination of AI, cognitive technology, Machine Learning and pattern recognition, enabled data classification and extraction of structured and unstructured documents, including handwriting and images, from multiple document formats. Mirroring human data processing methods it extracts key data elements, automatically categorises healthcare claims, providing curated data for downstream systems. CMR automatically flags missing or unreadable information as exceptions and routes tasks to the right people. Each manual intervention improves the accuracy and confidence of CMR’s Machine Learning models.