Ensuring competitiveness: AI for medium-sized industrial companies

What makes your AI entry into industrial SMEs successful

Today, there is a wide range of useful AI applications in medium-sized industrial companies, both in manufacturing, quality, logistics, and service, as well as in sales, purchasing, planning, administration, and knowledge management. AI can make processes more stable and efficient, improve decision-making, and relieve employees of routine tasks, regardless of whether they occur on the shop floor or in the office.

However, in many discussions with manufacturing companies, we see clear recurring patterns: AI projects stall when priorities are unclear, data gaps exist, or there is a lack of coordination between production, IT, and commercial departments. Ideas are often too ambitious, get lost in endless pilot projects, or fail to deliver tangible added value for day-to-day business.

AI is successful when companies take a structured approach: specifically assessing where AI can deliver real benefits in their own operations, involving teams at an early stage, evaluating data realistically, and starting with manageable, well-defined use cases – whether in manufacturing, supply chain management, sales, or R&D.

This is exactly where the AI Innovation Lab of CyberForum, a cooperation project within the AI Alliance, comes in: We create clarity, develop viable concepts, and help you deploy AI where it delivers measurable business and operational value in medium-sized industrial companies.

Challenges in AI projects

Our approaches to solutions

Our formats for medium-sized companies

Free initial consultation & AI readiness check

Gain clarity: Where is AI worthwhile in your company and how do you get started? In an initial consultation, we will work with you to analyze which areas of application are realistic in your production, quality, logistics, or administration, and together we will develop a roadmap for your AI entry.

AI strategy and governance

Industrial companies need guidance: Which AI projects make economic sense? Which processes are truly suitable? How do you take data protection, auditability, and organizational roles into account? We develop a strategy that combines technical feasibility, economic efficiency, and your industrial processes.

Development of AI use cases

We identify the use cases that deliver real benefits to your business—from predictive maintenance, automated quality control, and process optimization to demand forecasting, document processing, and AI-supported quotation generation. We analyze processes and data, evaluate benefits and feasibility, and prioritize realistic use cases for your AI entry.

Mediation of implementation partners for industrial AI projects

We connect you with experts who have experience in industrial AI, sensor technology, production engineering, data infrastructures, or automation. Whether you are a software provider, system integrator, research institute, or specialized industrial startup, we will find the right partner for you and support you in the bidding and selection process.

Employee training & enablement

We teach the skills your team needs to use AI safely and productively—from awareness to governance and the EU AI Act, to practical basics for specialist departments, to technical training in areas such as machine learning, MLOps, prompt engineering, and RAG systems.

Startup cooperations & venture clienting

Through CyberLab and our industry startup network, you gain direct access to young technology companies offering solutions for predictive quality, computer vision, automation, digital assistance systems, energy optimization, and more. We support you in pilot projects, proof-of-concepts, and collaborations.

Funding advice

We identify suitable programs for your industrial AI projects. Whether digitization, AI development, process automation, or research projects: we support you in finding suitable funding programs and aligning them optimally with your project goals.

Your contact person

Portrait Marlies Schwarz
Marlies Schwarz

Inspiration & practical examples from the SME sector

Startup Partnerships in the SME Sector: Why AI Is the Ideal Entry Point and How Companies Can Harness External Innovation Through Venture Clienting and Startups…
Startup Partnerships in the SME Sector: Why AI Is the Ideal Entry Point and How Companies Can Harness External Innovation Through Venture Clienting and Startups…
AI Use Cases in Small and Medium-Sized Businesses: How Industrial Companies Identify the Right Use Cases, Prioritize Ideas, and Determine Concrete Next Steps…

Guide: AI entry in SMEs - from the idea to implementation

Voices from the field

Nelson Mandela

As I walked out of the cell through the door towards freedom, I knew I had to leave my bitterness and hatred behind or I would remain a prisoner for life.

Benjamin Franklin

Those who give up freedom in order to gain security will end up losing both.

Václav Havel

Freedom is like the sea: the individual waves are not very powerful, but the force of the surf is irresistible.

Portrait Marlies Schwarz

Marlies Schwarz: Let's work together to find out how AI can bring concrete benefits to your company.