## 5 Conclusions
When we weigh the use of dedicated automation solutions and we already have a synchronization of stocks, prices, bulk data processing, and validation, the degree of error also drops dramatically. An operator can spend up to 5 min for each invoice depending on the information needed or the eventual mistakes they make. If every month we have 500 orders and for these we take more than 40-50 s and we add up those dead times in a year we have more than 50,000 h, while the use of automated processes decreases the number of hours to around 50 h. Time savings grow exponentially as order volumes increase; see Figure 15.  
We can also say that there is a cost associated with manual processing, including the one that has to be borne for the payment of the operators. When we also weigh this cost, we see how useful a solution for automation and synchronization of processes is. The model demonstrates the scalability of automated solutions while maintaining efficiency in increasing order volumes. Manual processing becomes increasingly impractical as order volumes grow, highlighting the critical need for automation in scaling operations. The study clearly illustrates the substantial benefits of implementing automation in e-commerce operations. By dramatically reducing processing time and costs, automated systems not only increase operational efficiencies, but also enable scalability, which is essential to sustain growth in a competitive marketplace. The findings underscore the need for businesses to adopt automation technologies, including AI, to remain viable and competitive. The generated model validates the practicality and economic advantages of automation, with significant implications for e-commerce strategies. As consumer demand and online transactions continue to grow, embracing automated solutions will be pivotal in driving forward operational excellence and market responsiveness. The provided graph and detailed analysis offer a compelling case for the transition towards automated e-commerce processing, emphasizing both the short-term efficiencies and long-term strategic benefits. In conclusion, this study highlighted the rapid evolution of e-commerce and its profound impact on the global economy and consumer behavior. Automation and innovative technologies play a crucial role in this transformation, providing efficient and scalable solutions that significantly improve e-commerce operations. By implementing these solutions, companies can successfully navigate current challenges and capitalize on emerging opportunities, thereby securing a competitive position in the global market. This research not only highlights the importance of innovation in e-commerce but also actively contributes to the development of an advanced model that optimizes processes and reduces costs, bringing tangible and sustainable benefits to the entire industry. The efforts put into the implementation of these innovative and automated solutions have demonstrated a significant increase in operational efficiency and a reduction in costs, thus underscoring their relevance in the current and future context of e-commerce. Conceptualization, E.Z. and A.N. ; methodology, E.Z. ; software, E.Z. ; validation, E.Z. and A.N. ; formal analysis, A.N. ; investigation, E.Z. ; resources, A.N. ; data curation, E.Z. ; writing--original draft preparation, E.Z. ; writing--review and editing, A.N. ; visualization, A.N. ; supervision, E.Z. ; project administration, E.Z. All authors have read and agreed to the published version of the manuscript. This research received no external funding. Data Availability Statement: Data is contained within the article. The authors declare no conflicts of interest.