Gartner Research


Published: 06 June 2022



Included in Full Research


  • 中国的人工智能(AI)软件市场在持续快速增长,竞争非常激烈,多数厂商提供的机器学习(ML)、计算机视觉(CV)和自然语言处理(NLP)能力相似度很高。

  • 中国企业需要选用最佳的AI软件,以做出可靠的业务决策。随着AI相关法规、软件本地化需求和企业需求的发展演变,更为精细化的厂商会进入中国的AI软件市场。

  • 虽然中国企业的AI工程化意识逐渐提高,但只有不到5%的企业在使用机器学习运维(MLOps)来推动AI的规模化落地。



  • 广泛了解市场提供的各类AI软件及其差异,避免AI软件投资出现割裂或重复。

  • 与业务线和法务团队合作,运用最佳的组装式AI软件做出紧贴问题、过程透明、具有韧性的决策。

  • 建立AI工程化实践,以精简数据、模型和执行管道并实现AI交付流程标准化,通过持续运用“AI中台”来实现业务价值的最大化。

Clients can log in to view the entire document.


Data and Analytics Practitioner Research Team

Access Research

Already a Gartner client?

To view this research and much more, become a client.

Speak with a Gartner specialist to learn how you can access peer and practitioner research backed by proprietary data, insights, advice and tools to help you achieve stronger performance.

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

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.

Experience Gartner Conferences

Join your peers for the unveiling of the latest insights at Gartner conferences.

©2022 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 research 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 research may address legal and financial issues, Gartner does not provide legal or investment advice and its research 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 research is produced independently by its research organization without input or influence from any third party. For further information, see Guiding Principles on Independence and Objectivity.