# Where industry meets intelligence.

> Content, analysis, and perspectives on industrial IoT, Industry 4.0, and Artificial Intelligence applied to manufacturing.

Source: https://ubivis.ai/en-us/blog/

Technical, hands-on perspectives on industrial IoT, Industry 4.0, and AI applied to manufacturing — written by people who live the shop floor.

## Articles

[![Industrial production line with real-time data overlay](https://ubivis.ai/img/i3R0Q2Z89s-1920.jpeg) Industry 4.0 Digital twin in practice: what it is and what it's for on the factory floor A digital twin is a virtual copy of a machine, a line or a process that receives real operational data and stays in sync with the physical world. Ubivis · Jul 2026](https://ubivis.ai/en-us/blog/digital-twin-in-practice/) [![Digital dial turning to Industry 4.0](https://ubivis.ai/img/NB3BPmRlLf-840.jpeg) Industry 4.0 Why 74% of Industry 4.0 projects in Brazil don't scale McKinsey has a name for the problem, and it's a bad one: "pilot purgatory". The 4 reasons projects die at the pilot — and how to beat the statistic. Ubivis · Jul 2026](https://ubivis.ai/en-us/blog/why-industry-4-0-projects-dont-scale/) [![Production line with machine downtime](https://ubivis.ai/img/K8V4tSNN9T-1200.jpeg) Industry 4.0 Machine downtime: the invisible cost Every factory has a number nobody wants to look at too closely. It's the total time the machines stood idle — and the impact that has on the bottom line. Ubivis · May 2026](https://ubivis.ai/en-us/blog/machine-downtime/) [![Industrial IoT sensors connected to equipment](https://ubivis.ai/img/I7m2yy2XdU-1000.jpeg) Industry 4.0 Industrial IoT in practice: how to connect a factory that already exists The number one objection from industrial managers when the topic is Industry 4.0 is always the same: "my machines are too old". Ubivis · May 2026](https://ubivis.ai/en-us/blog/industrial-iot-in-practice/) [![Timeline of industrial evolution](https://ubivis.ai/img/b80EXOQTmE-1299.jpeg) Content The evolution of Industry 4.0: what comes after connected factories Industry 4.0 brought the factory out of the dark, but it stopped at visibility. The next phase is about decision — and it has a name: Software Defined Manufacturing. Ubivis · May 2026](https://ubivis.ai/en-us/blog/evolution-of-industry-4-0/) [![Operators in a modern connected factory](https://ubivis.ai/img/E4-SXwOaQ9-2560.jpeg) Industry 4.0 Industry 4.0 in practice: what delivers results and what's still just hype Industry 4.0 is one of the most talked-about and least applied terms in the industrial sector. At any trade show, conference, or startup pitch, it shows up. Ubivis · May 2026](https://ubivis.ai/en-us/blog/industry-4-0-in-practice/) [![Software Defined Manufacturing diagram](https://ubivis.ai/img/9VBbf9Bnko-3200.png) Industry 4.0 What is Software Defined Manufacturing (SDM) and why it's changing industry Imagine an operator who knows the factory in every detail — one who never sleeps, never misses a shift, and learns with every production cycle. Ubivis · May 2026](https://ubivis.ai/en-us/blog/software-defined-manufacturing/) [![The Ubivis team in 2015](https://ubivis.ai/img/KRq91XzAGz-2500.jpeg) Industry 4.0 The Ubivis story: from automated industrial quality to Software Defined Manufacturing In 2015, when Ubivis got its first project off the ground, "Industry 4.0" was still a buzzword freshly imported from Germany. Ubivis · May 2026](https://ubivis.ai/en-us/blog/the-ubivis-story/)