digital transformation, industrial activity, digital twins, systemic twins, value return, industrial efficiency, digital strategy, smart manufacturing, technology integration

## Introduction

In today’s rapidly evolving industrial landscape, the integration of digital technologies is no longer a luxury but a necessity. At the forefront of this transformation is the concept of systemic digital twins—tools that help businesses optimize operations, enhance productivity, and ultimately drive value....