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16 August 2025

Multimodal embedding spaces (Glossary)

Artificial intelligence Automation Big data and smart data Digital transformation AI Glossary

The term multimodal embedding spaces originates from the fields of artificial intelligence, big data and digital transformation. This involves storing and linking information from different sources - such as text, images, speech or even videos - together in a digital space, a so-called embedding space.

Imagine this embedding space as a huge cupboard in which different types of information are sorted according to a standardised system. This allows an AI to recognise, for example, that a dog in a photo and the word "dog" in a text belong together. It understands connections between images, words and even sounds much better.

A concrete example: In modern product searches in online shops, a customer can upload a photo of a pair of trainers and be shown suitable results as if she had written a detailed search query. Multimodal embedding spaces make it possible for artificial intelligence to analyse different types of data together and thus offer more intelligent services - whether in online shopping, image searches or assistance systems in everyday life.

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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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