Abstract and keywords
Abstract:
This article provides a theoretical analysis and comparative evaluation of four approaches to document workflow automation. Using the document workflow of a large company, OFFICEMAG LLC, with a total of approximately 7,000 employees and over 112 suppliers with unique templates, it is demonstrated that regular expressions and contextual logic provide the highest stability, transparency, and cost-effectiveness when working with unstructured and voluminous documents. The model proposed in this article requires no training, requires no ML engineers, is license-independent, and adapts to new templates in minutes. A comparison of all models showed that regular expressions and contextual logic are the most effective approach to automating business documents.

Keywords:
document automation, regular expressions, document classification, contextual logic, business logic, machine learning, RPA, large businesses, logistics, method comparison
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