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AIROI - Artificial Intelligence Return on Invest: The AI strategy for decision-makers and managers

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16 August 2025

Multimodale Einbettungsräume (Glossar)

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Der Begriff Multimodale Einbettungsräume stammt aus den Bereichen Künstliche Intelligenz und Big Data sowie Digitale Transformation. Hierbei geht es darum, Informationen aus verschiedenen Quellen – wie Text, Bildern, Sprache oder sogar Videos – gemeinsam in einem digitalen Raum, einem sogenannten Einbettungsraum, abzulegen und zu verknüpfen.

Stellen Sie sich diesen Einbettungsraum wie einen riesigen Schrank vor, in dem unterschiedliche Arten von Informationen nach einem einheitlichen System einsortiert sind. Dadurch kann eine KI zum Beispiel erkennen, dass ein Hund auf einem Foto und das Wort „Hund“ in einem Text zusammengehören. Sie versteht so Zusammenhänge zwischen Bildern, Wörtern und sogar Tönen viel besser.

Ein konkretes Beispiel: In der modernen Produktsuche bei Online-Shops kann eine Kundin ein Foto von einem Turnschuh hochladen und bekommt passende Ergebnisse angezeigt, als hätte sie eine detaillierte Suchanfrage geschrieben. Durch multimodale Einbettungsräume wird es für Künstliche Intelligenz möglich, verschiedene Datenarten gemeinsam auszuwerten und so intelligentere Dienstleistungen anzubieten – sei es beim Online-Shopping, in der Bildersuche oder bei Assistenzsystemen im Alltag.

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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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#3DPrint 1TP5InnovationThroughMindfulness #Cost savings #Supply chain #Value added

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