Downloadable software and downloadable cloud based software that employs Artificial Intelligence (AI), Computer Vision (CV), and Machine Learning (ML) in the identification through natural language processing (NLP) to interpret, rewrite and filter extracts to trading systems and into re-consumable data that can be stored in traditional databases in a manner that can be assessible to new forms of business intelligence (BI) for the financial industry and health industry; downloadable artificial intelligence and machine learning software that Artificial Intelligence (AI), Computer Vision (CV), and Machine Learning (ML) for the identification of new approaches and technologies to solve large data and legacy issues for the financial industry, including but not limited to the rapid conversion of data held in non-traditional or electronic data lakes, information stored in unstructured/non-searchable electronic formats like HTTP, PDF, .doc, jpeg, or physical media like paper or fax; downloadable artificial intelligence software for the use of newly developed technologies that can rapidly search, find, and replace aging functionality or data in documents or databases where simple mapping and replacing is not robust or intelligent enough; downloadable artificial intelligence software for surveillance and monitoring of changes to environments or datastores and the chronicling of these changes in a fashion that alerts technical reviewers or IT of issues and of patterns in those changes