Specifications include, but are not limited to: Maricopa County Recorder’s Office (MCRO) is seeking a contractor to provide a solution to improve processes around document identification, data extraction, and comparing handwritten signature images with on-file signature images by way of artificial intelligence (AI) and machine learning (ML). This solution will include capabilities around object character recognition (OCR) and intelligent character recognition (ICR) technologies for document identification and data extraction. MCRO intends to enter into a contract to provide services related to automating human processing of documents using AI and ML. The ultimate objectives and scope are to improve internal processes and streamline workflow processes