AI in manufacturing: from pilot to practical application

Published the 18/06/2026
AI in manufacturing: from pilot to practical application

Artificial intelligence as a central theme at AMB 2026 // Guido Reimann, VDMA, discusses opportunities, challenges and current developments

At AMB, the international trade fair for metalworking, taking place in Stuttgart from September 15 to 19, 2026, Artificial Intelligence (AI) will be one of the three main topics, alongside automation and the circular economy. We discussed the progress made by the industry and the useful insights decision makers can draw from AMB 2026 with Guido Reimann. He is Deputy General Manager of VDMA Software and Digitalization and Coordinator of the VDMA Competence Network on Artificial Intelligence.

AMB: AI was a hotly debated topic at AMB 2024. Where does the metalworking industry stand today, in 2026? Has AI become a standard practice, or are pilot projects still prevalent?

Guido Reimann: For the mechanical and plant engineering sector in general, as well as for manufacturers of precision tools and machine tools, the topic of artificial intelligence has gained further importance. A VDMA survey in spring 2026 revealed that over 80% of mechanical engineering companies attach great importance to artificial intelligence technologies. Around a third of companies are already using AI solutions in production. This means the era of pilot projects is over. We are seeing increasing practical application of AI. Furthermore, many pilot projects continue to be conducted within companies to further familiarize themselves with the technology and test new application possibilities.

Current business application areas related to manufacturing focus on software development, engineering and design, business management, IT, marketing, and communications. Artificial intelligence solutions are also increasingly being used in sales and product-related services for customers in the mechanical engineering industry. To fully leverage their potential, companies must focus on their digitalization and promote it strategically.

AMB: The mechanical and plant engineering sector expects a tangible increase in efficiency thanks to AI. What specific figures and success stories do you know in the metalworking industry? And what are the main obstacles to implementation?

Guido Reimann: AI-based solutions and approaches not only promise increased efficiency, they also ensure it along the entire value chain. This is reflected, for example, in the reduction of costs for producing technical documentation and user manuals, in the time and cost savings in purchasing by increasing the number of identical components and thus improving purchasing conditions, or in the reduction of unplanned downtime, for example on machine tools, where cost savings of 10 to 20% are possible. Furthermore, AI solutions can significantly accelerate processes in many areas: development, production, sales, and customer service.

Comprehensive and sustainable digitalization is a fundamental prerequisite for the use of artificial intelligence and other digital technologies. However, obstacles often include change management, slow implementation, and a lack of human resources. Projects often fail less due to technical issues than to organizational difficulties, inadequate decision-making structures, poor engagement, insufficient knowledge of applications and limitations, and other non-technical factors. And even in the case of AI, it's true that not all pilot projects are successful. The crucial factor is knowing when to stop and redirect limited resources towards more effective digitalization activities.

AMB: Which AI technologies and application areas do you believe will dominate AMB 2026, and why is participation in AMB 2026 essential for metalworking professionals interested in AI?

Guido Reimann: In traditional product development and design, as well as in software development, we are now seeing numerous AI-based solutions offered by the software industry. At the same time, many mechanical engineering companies have integrated AI technologies into their related products or services, making them available for metalworking. At AMB, industry professionals will find not only manufacturers and suppliers of production machinery, but also software and service providers that support seamless implementation along the entire value chain.

AMB: Industrial AI, the European AI Regulation, humanoid robotics, quantum computing: the agenda is getting busier. What developments should decision makers in the metalworking industry definitely keep an eye on over the next five years?

Guido Reimann : It's true that the range of technologies, applications, and regulatory requirements relevant to the digital sector is constantly expanding. This also means that equipment manufacturers and application industries must keep pace with this change. Digital technologies are not only becoming increasingly important for internal business processes, but are also significantly influencing companies' business models. Those who are new to new digital technologies and their potential applications within their own company and in their customers' industries can lay the foundation for future success well in advance. A VDMA survey from spring 2026 also shows that mechanical engineering companies are focusing intensively on the following three technologies and intend to expand their use: artificial intelligence, digital twins, and open source software.

AMB: Thank you for the interview, Mr. Reimann.

Artificial Intelligence at the heart of the program
For those who want to delve deeper into the topic of AI at AMB 2026, not only by visiting the exhibition stands but also by interacting directly with experts, the AMB Stage offers two special opportunities on Wednesday, September 16: From 12:00 to 1:30 p.m., VDMA Software und Digitalisierung invites you to a panel discussion entitled "Artificial Intelligence in Production - Practical Examples." This will be followed at 2:00 p.m. by the presentation "AI in Production - From Impact to Added Value," featuring industry, research, and application professionals who will discuss current developments, concrete application examples, and open questions related to the use of AI in mechanical processing. The AMB Stage is located in the atrium (EO010) at the east entrance.

About AMB
Since 1982, AMB has presented the highlights of the international metalworking industry. "Where metal comes alive" will also be a regular event on the industry's agenda in 2026, this year from September 15 to 19. It is the international marketplace and meeting place for metal cutting, showcasing the latest products, technologies, innovations, services, and concepts in all their facets. AMB is supported by the VDMA Precision Tools, VDMA Software and Digitalization, and the VDW Verein Deutscher Werkzeugmaschinenfabriken e.V. (German Machine Tool Builders' Association). Further information is available at www.amb-messe.de/

For more information: AMB 2026
AI in manufacturing: from pilot to practical application
AI in manufacturing: from pilot to practical application
AI in manufacturing: from pilot to practical application

Other articles that may interest you

Ucimu: orders index for the second quarter of 2026 still down (-25.8%); foreign orders (-15.3%); dom

Riccardo Rosa, president of UCIMU: "We'll have to wait until the next few months to see the full effects of the hyper-depreciation, but we're very confident this measure will last until September 2028." In the second quarter of 2026, the machine tool orders index compiled by the UCIMU-SISTEMI PER PRODURRE Study & Business Culture Centre recorded a decline of -25.8% compared to the April-June 2025 period . In absolute value, the index stood at 47.8 (base 100 in 2021). The result expresses the difficulties that Italian machine tool manufacturers have encountered both on the domestic and foreign markets. In particular, orders collected from abroad decreased by -15.3% compared to the second quarter of 2025, for an absolute value of 63.2. Order intake in Italy also declined , falling 38.7% compared to the same period of the previous year. The absolute value of the index stood at 33.1. Riccardo Rosa, president of UCIMU-SISTEMI PER PRODURRE, stated: “The uncertainty of the geopolitical context—shaken by wars, the Hormuz crisis, and the decidedly worrying attitude of the President of the United States toward international politics—has profoundly undermined the already precarious balance in which the industry found itself operating.” "The decline in international deliveries, given the current situation, is understandable, and we expected it. Business has slowed, but, as is our custom, we've tried to focus our offerings on those areas less directly affected by conflicts and critical issues, diversifying our product offerings wherever possible." "It is certain ," continued President Riccardo Rosa , " that the investment figures and values ​​once ensured by the automotive industry cannot be replaced by the demand expressed by other sectors, however dynamic, such as defense, aerospace, and energy. For this reason, once again, we ask our representatives in Europe to reconsider their decision and adopt the principle of technological neutrality when defining automotive development plans. This approach would allow the industry, and its entire supply chain, to properly manage the ongoing transition, not only respecting the environment but also safeguarding, where possible, employment." Domestically, businesses awaited clarifications on the hyper-depreciation program to confirm their purchasing intentions. Since June 12th, the day all the operational steps were completed, the hyper-depreciation program has been bearing fruit. We immediately noticed a change in attitude among Italian users: orders are starting to arrive. "We'll have to wait a few more months, however, for the effect to be fully reflected in our data, but we're definitely confident. This is also because, in the meantime, we have data from the Ministry of Business and Made in Italy, which, as of July 9th, reported the submission of 7,000 communications on the GSE platform, worth €2.5 billion." MIMIT deserves great credit for having established a multi-year term for this incentive. Its effectiveness until September 2028 should ensure thoughtful planning of investments in new machine tools and production technologies by Italian customers, also allowing us manufacturers to plan our production activities over the medium term. "The hope ," concluded Riccardo Rosa , " is to soon see the Italian market return to the levels it experienced in 2021-2022, when it was worth over €6 billion. This is also because our manufacturing industry needs to innovate to remain competitive in an international context where digital and AI are completely reshaping the rules of the game."

16/07/2026 Read more

Amb 2026: collaborative processes drive automation

Central topic: Automation: Patrick Schwarzkopf (VDMA) discusses collaborative processes, artificial intelligence, and automation for SMEs using no-code solutions. As manufacturing companies strive to make their processes more efficient and flexible, automation solutions play a key role, especially in areas where people and machines are increasingly collaborating. AMB 2026 addresses this key topic with a practical approach and demonstrates how collaborative processes are evolving across the entire metal cutting process chain. In this interview, Patrick Schwarzkopf, Director General of the VDMA Robotics and Automation Association, analyzes the key factors driving this evolution and provides an overview of the developments companies should keep an eye on. Automation as one of the three central themes: Collaborative processes are gaining increasing importance AMB : The robotics and automation industry is forecasting a 5% decline in revenue by 2026; nevertheless, pressure on manufacturing companies to automate their processes continues to grow. Why is now the right time to focus on collaborative processes, and what factors are driving companies to take this step? Patrick Schwarzkopf : It's true, we're still observing a marked caution in investments, due to several reasons: from geopolitical tensions to the well-known challenges related to the competitiveness of production sites. However, the trend toward automation remains unchanged. Demographic change will become even more evident in the coming years; this will make it necessary to automate an increasing number of activities to support the remaining qualified personnel. Only in this way can we remain competitive. The interaction between humans and machines will be crucial. The extremely rapid development of artificial intelligence (AI), particularly generative AI and so-called physical AI, opens up new possibilities, for example through agent AI (Agentic AI) and through the much simpler use and programming of automation solutions. AMB : For a long time, automation was primarily designed for large-scale production. Today, however, robotic solutions are a viable option even for small series. How far has this evolution come, and what does a small business actually need to introduce automation into its production process? Patrick Schwarzkopf : Automation for SMEs is making enormous strides. Technological developments in recent years have been extraordinary and have significantly reduced the barriers to entry for small and medium-sized enterprises. Typical scenarios are "low volume, high mix," characterized by low production volumes and a high degree of product diversity. In these contexts, it is crucial that programming can be performed quickly, easily, and without significant staff effort. Numerous no-code solutions exist today for this purpose, requiring no programming knowledge. Automation workflows can be configured via graphical interfaces with drag-and-drop functionality, while robot trajectories can be taught through manual guidance (hand-guiding) and memorized at the push of a button. Major manufacturers have long been offering solutions specifically designed to meet the needs of SMEs. Pragmatic configurations, such as a robot working overnight, are often sufficient, thus enabling a significant increase in productivity. The obstacle is often less technological than cultural: many companies continue to believe that automation is inevitably too complex or too expensive. This belief is now obsolete, because solutions already exist and are easily observed at specialized trade shows like AMB. A useful reference point, for example, is Go4Robotics, the online platform of the International Federation of Robotics (IFR). AMB : As programming and operation become easier, direct collaboration between humans and robots is also becoming increasingly practical. Today, the two increasingly work side by side, without the need for protective barriers: it was precisely the development of AI-supported sensor systems that made this approach truly feasible. What concrete changes does all this mean for the shop floor, and how should companies rethink processes and the role of people? Patrick Schwarzkopf : Collaborative robots (cobots) are now well established. In many applications, however, the term "coexistence" is more accurately used: humans and robots operate without barriers, enabling direct and safe interaction. We are now seeing a further level of even closer collaboration with humanoid robotics. AI is making extraordinary progress in this area: robots are increasingly capable of interpreting their surroundings and acting autonomously and appropriately. Although significant pioneering work is still needed, humanoid robots are gradually emerging from research laboratories and are already finding their first experimental applications in industrial settings. It will still be some time before this technology reaches full maturity for widespread use. At the same time, however, humanoid robotics is accelerating the evolution of close human-machine interaction, for example through the ability to communicate verbally with robots. AMB : Many of these developments are best appreciated by observing them live. In September, AMB will bring together the entire metalworking ecosystem in Stuttgart: manufacturers, users, and researchers under one roof. What contribution can this unique combination make to the wider adoption of collaborative automation? And why is a visit to the trade fair essential for all metalworking companies considering the introduction of automation solutions? Patrick Schwarzkopf : A look at the data clearly highlights its significance: according to the International Federation of Robotics (IFR), machine tending—the automatic loading and unloading of workpieces on machine tools—is one of the main applications of robotics. Over the past decade, new annual installations of robots for handling tasks on machine tools have increased from 14,500 in 2015 to 19,000 in 2024. Preliminary data from the IFR indicate that the trend will continue with significant, double-digit growth in 2025. The use of collaborative robots (cobots) has also increased significantly in recent years: in 2024, approximately 65,000 cobots were installed worldwide, representing 12% of all industrial robots. The most significant increases are being seen in mobile robotics, which enables the flexibly connecting different production machines, for example through mobile manipulators, i.e., mobile platforms equipped with a robotic arm. It's hard to find such a comprehensive, focused, and industry-specific overview as that offered by a specialized trade fair. At AMB, you can see and experience firsthand the automation solutions for metalworking by chip removal. AMB : Thank you for the interview, Mr. Schwarzkopf. Focus on automation at AMB 2026 in the Oskar-Lapp-Halle (Hall 6) Automation will be a key focus at AMB 2026 in nearly every exhibition hall: from machine tool manufacturers with automation systems to solutions for tools and clamping technology, such as automatic setup. A special highlight will be the Oskar-Lapp-Halle (Hall 6), which will house the "Automation and Handling Technologies" area. Numerous exhibiting companies—including FANUC, KUKA, Cellro, RoboJob, Wassermann Technologie, and many others—will present their latest solutions for production and process management. It's worth checking out the exhibitor list, as here, trade visitors can experience firsthand how robotics, collaborative automation, Industry 4.0 approaches, and the IIoT (Industrial Internet of Things) are evolving metal-cutting processes, introducing new solutions and driving innovation in the industry. About AMB Since 1982, AMB has presented the highlights of the international metalworking industry. "Where Metal Comes Alive" will once again be a fixture on the industry's agenda in 2026, this year from September 15 to 19. It is the international marketplace and meeting place for metalworking, showcasing the latest products, technologies, innovations, services, and concepts in all their facets. AMB is supported by the VDMA Präzisionswerkzeuge (Precision Tools), VDMA Software and Digitalization (Software and Digitalization), and the VDW Verein Deutscher Werkzeugmaschinenfabriken e.V. (German Machine Tool Builders' Association).

09/07/2026 Read more
Subscribe to our newsletter
To stay updated on the latest news of the industrial world
Contact us
Image Newsletter Lindustriale
Dati Legali

L'industriale s.r.l.
P. IVA: 12212870153
Codice Fiscale: 12212870153

Sede Legale

Via Carlo Dolci, 32
20148 Milano (MI)
Italy

Registro Imprese

Iscrizione R.I.: 12212870153
REA: MI-1539011
Capitale sociale: Euro 10.400,00 i.v.

Top
This website is protected by reCAPTCHA, therefore the Google privacy policy and terms of service apply.