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15 January 2025

Common embedding models (glossary)

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Common embedding models are particularly at home in the fields of artificial intelligence, big data, smart data and digital transformation. These models help to convert different types of data so that they can be analysed together and compared more effectively.

Imagine you run an online shop and analyse customer reviews (texts) and the purchasing behaviour (figures) of your users. Common embedding models make it possible for both text and number data to be translated into a standardised "language". This makes it easier for artificial intelligence to recognise correlations between positive reviews and frequently purchased products.

This technology can be used, for example, to make more targeted product recommendations or discover patterns in large, mixed data sets that were previously hidden. Joint embedding models therefore make an important contribution to making large amounts of data comprehensible and gaining valuable insights from it.

For companies, this means that they can make data-based decisions faster and on a more informed basis - a foundation for successful digital transformation and modern business models.

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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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