Gartner Insights Abstract

生成AIのユースケース・タイプごとの戦略的メリット、コスト、リスクを見極める

Published: 29 July 2024

Summary

競争力を高めるための生成AIのユースケースは、メリット、コスト、リスク・プロファイルに基づき、「迅速な成果をもたらすもの」「差別化をもたらすもの」「革新をもたらすもの」に分類できる。CIOはこの類型を利用して、生成AIのユースケースを素早く特定・分類し、重大なリスクを軽減するための対策を講じることができる。

Included in Full Research

要約

主要な所見

生成AI (ジェネレーティブAI:GenAI) は、3つの方法で組織の競争力に影響をもたらし得る。

  • 特定のタスクに狙いを定めた生成AIの生産性アシスタントによって、「迅速な成果」が得られるが、持続的なメリットを実現するには、これをビジネス・プロセスに統合する必要がある。

  • 組織が特定のビジネス・プロセスを改善するために、領域/カスタム/業界アプリケーションに生成AIを組み込むことで、「競争力のある差別化」と長期的なメリットを実現できる。

  • 「革新的な」変化によって、生成AIに基づく新しい市場/プロダクト/ビジネスモデル/バリュー・ストリームが創出され、競争力につながる可能性がある。

推奨事項

競争力を強化するために、生成AIへの投資に関してエグゼクティブ・チームと協力したいと考えているCIOは、以下を行う。

  • 「迅速な成果」(すぐに成果が出せる) のユースケースを使用して、低コストかつ低リスクで生成AIの導入を加速し、特定のタスクに要する時間を段階的に短縮する。

  • 「競争力のある差別化」のユースケースを使用して、中~高程度のコストとリスクの中で、顧客満足度や顧客維持率の向上など、長期間持続するビジネス成果を促進する。

  • 「革新的」なユースケースを使用して、極めて高いコストとリスクが伴うが、新規プロダクトや新規市場カテゴリを創出し、新たな売り上げを実現する。

Clients can log in to view the entire document.

Analysts:

Hiroyuki Katayama

To access these insights and much more, talk to Gartner today.

Fill out the form to connect with a specialist to learn how we can help you.

By clicking the "Continue" button, you are agreeing to the Gartner Terms of Use and Privacy Policy.

Access Insights

Already a Gartner client?

AskGartner: The AI-powered tool our clients use to find trusted Gartner insights, instantly.

AskGartner | Discover the new AI-powered tool to access trusted Gartner insights

Gartner research: Trusted insight for executives and their teams

What is Gartner research?

Gartner research, which includes in-depth proprietary studies, peer and industry best practices, trend analysis and quantitative modeling, enables us to offer innovative approaches that can help you drive stronger, more sustainable business performance.

Gartner research is unique, thanks to:

Independence and objectivity

Our independence as a research firm enables our experts to provide unbiased advice you can trust.

Actionable insights

Not only is Gartner research unbiased, it also contains key take-aways and recommendations for impactful next steps.

Proprietary methodologies

Our research practices and procedures distill large volumes of data into clear, precise recommendations.

Gartner research is just one of our many offerings.

We provide actionable, objective insight to help organizations make smarter, faster decisions to stay ahead of disruption and accelerate growth.

Tap into our experts

We offer one-on-one guidance tailored to your mission-critical priorities.

Pick the right tools and providers

We work with you to select the best-fit providers and tools, so you avoid the costly repercussions of a poor decision.

Create a network

Connect directly with peers to discuss common issues and initiatives and accelerate, validate and solidify your strategy.

© 2026 Gartner, Inc. and/or its affiliates. All rights reserved. Gartner is a registered trademark of Gartner, Inc. and its affiliates. This publication may not be reproduced or distributed in any form without Gartner's prior written permission. It consists of the opinions of Gartner's business and technology insights organization, which should not be construed as statements of fact. While the information contained in this publication has been obtained from sources believed to be reliable, Gartner disclaims all warranties as to the accuracy, completeness or adequacy of such information. Although Gartner business and technology insights may address legal and financial issues, Gartner does not provide legal or investment advice and its insights should not be construed or used as such. Your access and use of this publication are governed by Gartner’s Usage Policy. Gartner prides itself on its reputation for independence and objectivity. Its insights are produced independently by its business and technology insights organization without input or influence from any third party. For further information, see Guiding Principles on Independence and Objectivity. Gartner publications and other content may not be used as input into or for the training or development of generative artificial intelligence, machine learning, algorithms, software or related technologies.