SQL Server Administration and Maintenance: Best Practices for Modern Environments

Abstract

The article presents an implementation case of artificial intelligence tools deployed as collaborative support mechanisms within customer service operations. AI capabilities including case classification, knowledge recommendations, reply suggestions, and next-best-action guidance were integrated to address specific operational challenges while preserving human judgment as the central element of service delivery. The implementation encountered various obstacles including agent skepticism, model accuracy limitations, data quality issues, and technical integration complexities. Through structured change management approaches encompassing cross-functional governance, targeted training programs, and iterative model refinement, these challenges were progressively overcome. The results demonstrate that when properly implemented as complementary tools rather than replacement technologies, AI systems can substantially enhance operational efficiency, service quality, and agent experience simultaneously, creating sustainable value across multiple performance dimensions.