KuppingerCole Report
Leadership Brief
By Anne Bailey

Distributed Decentralized AI: Create, Share, Scale, Monetize

Using artificial intelligence services in combination can offer heightened results, whether it be in accuracy, robustness, customization, or geographical spread. Distributed, decentralized AI is a dynamic research space that is rapidly producing enterprise solutions. However, there are a variety of methods, environmental drivers, and use cases associated with decentralized AI. This leadership brief deconstructs the different conceptualizations of decentralized AI and offers support to enterprises that are considering integrating these technologies.
By Anne Bailey
aba@kuppingercole.com

1 Executive Summary

Innovative and dynamic technologies require enterprises to be flexible to stay current. Distributed and decentralized artificial intelligence is one o ...

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2 Analysis

What is Decentralized AI?

Decentralized Artificial Intelligence (DAI) is a concept that is still being defined. There are two independent forces tha ...

The following features are often used to establish DAI for Agent Interaction:

  • Secure and coordinated architecture
  • Federated Learning
  • Privacy ...

The following components are often used to establish DAI for Technology Democratization:

  • Democratized architecture
  • Interoperable runtime for AI ...
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3 Recommendations

Clarify Enterprise Goals
If your enterprise wishes to support DAI efforts, look for alignment between the envisioned outcome of the organization and ...

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Copyright

©2021 KuppingerCole Analysts AG all rights reserved. Reproduction and distribution of this publication in any form is forbidden unless prior written permission. All conclusions, recommendations and predictions in this document represent KuppingerCole´s initial view. Through gathering more information and performing deep analysis, positions presented in this document will be subject to refinements or even major changes. KuppingerCole disclaim all warranties as to the completeness, accuracy and/or adequacy of this information. Even if KuppingerCole research documents may discuss legal issues related to information security and technology, KuppingerCole do not provide any legal services or advice and its publications shall not be used as such. KuppingerCole shall have no liability for errors or inadequacies in the information contained in this document. Any opinion expressed may be subject to change without notice. All product and company names are trademarks™ or registered® trademarks of their respective holders. Use of them does not imply any affiliation with or endorsement by them.

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