Intelligent Integration Platforms and the Path to Autonomous Connectivity
DOI:
https://doi.org/10.32996/jcsts.2025.7.10.40Keywords:
Intelligent Integration Platforms, Machine Learning Automation, Human-Machine Collaboration, Self-Healing Integration, Governance FrameworksAbstract
Smart integration platforms represent the next generation of enterprise connectivity, where manual and labor-intensive ways of connecting enterprises are replaced by autonomous, intelligent systems. As organizations explore more complex digital ecosystems, those systems use artificial intelligence to make integration a technical plumbing, rather than intelligent work between humans and machines. Such systems reduce implementation bottlenecks via natural-language interfaces, automated field mapping, and anomaly detection coupled with self-healing capabilities, and increase reliability. Architecture of integration has advanced over the years, from primitive file transfers to point-to-point connections and service-oriented paradigms, up to modern day learning based systems. The deployment of this requires deliberative governance structures that will balance automation with relevant human controls, demarcate explicit decision-authority paradigms, promote trust, and adopt broad-scale change-management undertakings. Companies implementing these capabilities need to put a strong emphasis on use cases, guarantee data quality to enable effective learning, redefine technical roles, and implement incremental adoption schemes that bring a gradual value and create organisational preparedness.


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