All You Need is an AI Platform: A Proposal for a Complete Reference Architecture

Companies increasingly integrate Artificial Intelligence (AI) into their applications to stay competitive. However, the efficient and successful development and deployment of AI applications requires complex setups. Providing developers with all the required resources, applications, and services for developing and deploying AI applications without reinventing the wheel remains challenging. Therefore, we propose a domainand workflow-agnostic reference architecture (RA) for an onpremises AI Platform that supports teams throughout the entire AI lifecycle and is reusable across multiple projects. Additionally, we present an evaluation strategy to validate the RA.

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Publication Details

Published
2025-04-27
DOI
https://doi.org/10.1109/cain66642.2025.00046
Citations
1
Primary Topic
Big Data and Business Intelligence
Type
article
Field-Weighted Citation Impact
2.28
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article

All You Need is an AI Platform: A Proposal for a Complete Reference Architecture

Fabian Stieler, Benjamin Weigell, Bernhard Bauer
1 citations
Big Data and Business Intelligence
2.28
article

All You Need is an AI Platform: A Proposal for a Complete Reference Architecture

Fabian Stieler, Benjamin Weigell, Bernhard Bauer
article en
1 citations

Abstract

Companies increasingly integrate Artificial Intelligence (AI) into their applications to stay competitive. However, the efficient and successful development and deployment of AI applications requires complex setups. Providing developers with all the required resources, applications, and services for developing and deploying AI applications without reinventing the wheel remains challenging. Therefore, we propose a domainand workflow-agnostic reference architecture (RA) for an onpremises AI Platform that supports teams throughout the entire AI lifecycle and is reusable across multiple projects. Additionally, we present an evaluation strategy to validate the RA.

University of Augsburg (DE)
Sustainable cities and communities
Openalex Percentile: Top 11%
Big Data and Business Intelligence
2.28
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