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3 September 2025

Compositional AI (Glossary)

Artificial intelligence Automation Digital transformation AI Glossary

The term "compositional AI" originates from the fields of artificial intelligence, digital transformation and automation. Compositional AI describes a method in which various small, specialised AI models are combined with each other to solve complex tasks. Unlike conventional "monolithic" AI systems that want to do everything at once, with compositional AI many small units share the work.

Imagine a modular system: There is a separate, specialised AI module for each subtask. If these are skilfully combined, the overall system can handle tasks that would be too difficult for a single AI model.

A practical example: In automated customer service, individual AIs are used - one to understand the language, another to analyse the mood in the text and another to select suitable answers. The combination of these specialised "building blocks" results in a flexible and particularly powerful system that can be easily adapted to different requirements.

Compositional AI thus facilitates the development of smart, versatile applications and makes complex technologies more accessible to companies of all sizes.

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written by:

Sanjay Sauldie

Sanjay Sauldie is a digital strategist, speaker and developer of the transruption toolkit, which companies can use to make their digital transformation measurable, human and sustainable. With kiROI - the AI-based approach to value creation in the digital age - he helps self-employed people and companies to integrate artificial intelligence into their processes in a practical way. With his outstanding marketing strategy iROI, he has already led countless companies to greater visibility and thus more profits. He combines digital innovation with disruptive thinking models for a sustainable business strategy. He studied mathematics and computer science at the University of Cologne, completed a Master of Science in Digital Disruption at the University of Salford (UK) and a Design Thinking programme at MIT/EMERITUS Singapore. As a multiple award-winning expert - including the Golden Web Award and the Innovation Award of the Initiative Mittelstand - he advises SMEs and corporations. His motto: "Digitalisation is not an end in itself - it must serve people."

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