Value-based Design of AI Buisness Model

The process model for human-centred AI business model development – in the form of a workshop concept and practical tools such as the AI Business Model and AI Ethics Cards – helps companies to expand their business models through AI whilst taking ethical challenges and user requirements into account at an early stage.

Development status

Evaluation and optimisation

Scientific basis

Development and implementation

Initial field trials

Evaluation and optimisation

Ready for practical use

What problem do many companies face?

Many companies recognise the added value of integrating AI solutions into their business models. Interviews have shown that smaller companies, in particular, struggle to integrate the wide range of possibilities into existing business models or to develop suitable new AI-based business models. Furthermore, there are various uncertainties, such as a lack of acceptance of the solutions or reputational risks in the event of failure. There is a need for targeted inspiration to generate ideas and for a structured approach to business model development that takes AI ethical principles into account in a practical way.

How does the tool help to solve the problem?

The process model helps to ensure that the ethical implications of AI integration are taken into account from various perspectives throughout the entire development process. Furthermore, the inclusion of a wide range of AI solutions during the idea-generation phase is supported by practical examples on the Business Model Cards.

How is the tool used within the company?

The workshop concept and accompanying sets of methodology cards enable interdisciplinary teams to innovate existing business models by incorporating AI components, or to develop new AI-based business models. The methods and tools used are derived from Smart Service Design, Design Thinking and Value-based Engineering.

What is the (time) cost to the company associated with this objection?

The tool can support existing processes and workshop formats in the field of business model development; its use therefore does not necessarily entail any additional effort. Business model development involves workshops lasting several days, with five to ten interdisciplinary participants comprising senior management, customer representatives and subject matter experts, sometimes spanning several cycles.

What added value does the tool bring to the company?

This helps to ensure that a wider range of ideas for AI solutions are taken into account during business model development and that implementation is driven forward in accordance with ethical standards. This helps to build trust among customers and partners and to reduce risk in business model development.

If the topic of business model development using our tools has piqued your interest, please feel free to send us a message. For evaluation purposes, we are happy to provide the facilitation tools free of charge and run workshops at your company.

The workshop concept and facilitation tools were evaluated with experts who regularly run business model workshops. Further feedback from both research and practice was gathered through a presentation at an academic conference (AMA Winter 2026) and through exhibitions at internal trade fairs.

Individual phases of the process model, as well as methods and tools, were applied and tested as part of the potential analysis in collaboration with four industry partners (Pilot 1–4). The Value-based Design of AI Business Model was subsequently modified iteratively.

In addition, selected service design methods, AI Business Model Cards and AI Ethics Cards were used in several rounds of the practical project seminar ‘KIbox’ to develop AI-based solutions to sustainability issues. One group from the seminar founded a start-up (called SparMahl) based on the project results.

Contact persons
Marie-Christin Barton
Marie-Christin Barton
Industrial Sales and Service Engineering
Kathrin Nauth
Kathrin Nauth
Industrial Sales and Service Engineering
Lisa Skrzyppek
Lisa Skrzyppek
Industrial Sales and Service Engineering