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Nielsen Norman Group Finds AI Saves Time For UX Practitioners

UX practitioners use AI to save time, but have mixed feelings about it due to concerns over output quality and data security. This affects their work and role importance.

Original reporting · nngroup.com

Original: “AI in UX: Work Is Faster, But Practitioners Have Mixed Feelings”

Read “AI in UX: Work Is Faster, But Practitioners Have Mixed Feelings” at Nielsen Norman Group →
AI in UX: Work Is Faster, But Practitioners Have Mixed Feelings
Image: Nielsen Norman Group

How this was written. Awesome B2B Design wrote this article with a language model from Nielsen Norman Group’s reporting (model: @cf/meta/llama-3.3-70b-instruct-fp8-fast); it describes that reporting rather than adding to it. The original, linked above, is the full story.

Key points from Nielsen Norman Group’s report

  • UX practitioners have access to AI tools, but have mixed feelings about their use due to concerns over output quality and data security.
  • The benefits of AI depend on the role, task, and workplace, with startups and small- to mid-sized businesses using AI the most.
  • Product managers and ops professionals are more likely to use AI than content designers and researchers due to their technical comfort and the nature of their work.
  • Many respondents expressed negative sentiments about AI, citing concerns over its limitations and potential risks.
  • The survey's findings highlight the need for a more nuanced discussion about the role of AI in UX work and its potential impact on practitioners and the industry.

According to Nielsen Norman Group, a recent survey of 521 UX practitioners found that nearly all of them have access to AI tools at work, with 99% having access to generative AI tools. The survey aimed to understand how UX practitioners use AI and its impact on their work. Most respondents used an approved set of AI tools, while a small percentage were free to use any tool they chose.

The survey revealed that AI use is widespread, but practitioners are not enthusiastic about it. The benefits of AI depend heavily on the role, task, and workplace. For instance, startups and small- to mid-sized businesses used AI the most, while nonprofits and government organizations used it the least. This variation in AI adoption can be attributed to factors such as privacy and security concerns, cost, and technical know-how.

Nielsen Norman Group reported that the most significant barriers to AI adoption are concerns over output quality and data security or privacy. Many respondents expressed frustration with the quality of AI-generated outputs, which often require significant time to check or correct. Additionally, some respondents raised concerns about the ethical and environmental impact of AI, including its effect on the job market and the use of creators' work as training data without their consent.

The survey also found that product managers and ops professionals are more likely to use AI than content designers and researchers. This can be attributed to the fact that product managers and ops professionals spend more time orchestrating people and data across tools and systems, which is where AI agents are most useful. Technical comfort also plays a role, as product managers and ops professionals tend to be more technical and are better equipped to set up and troubleshoot AI tools.

Despite the benefits of AI, many respondents expressed negative sentiments about its use in their work. Some felt that AI was being pushed by management without considering its limitations, while others were concerned about the potential risks and downsides of AI. These concerns highlight the need for a more nuanced discussion about the role of AI in UX work and its potential impact on practitioners and the industry as a whole.

The survey's findings have implications for the future of UX work and the role of AI in it. As AI continues to evolve and improve, it is likely to have a significant impact on the work of UX practitioners. However, it is essential to address the concerns and limitations of AI to ensure that its benefits are realized and its risks are mitigated. By understanding the perspectives and experiences of UX practitioners, organizations can better support their employees and make informed decisions about the use of AI in their work.

Overall, the survey provides valuable insights into the use of AI in UX work and its impact on practitioners. The findings highlight the need for a more balanced approach to AI adoption, one that considers both the benefits and the limitations of AI. By doing so, organizations can ensure that AI is used in a way that supports the work of UX practitioners and promotes the well-being of the industry as a whole.

Questions and answers

What are the main barriers to AI adoption in UX work?

The main barriers to AI adoption are concerns over output quality and data security or privacy, as well as ethical and environmental concerns.

Which roles are most likely to use AI in their work?

Product managers and ops professionals are more likely to use AI than content designers and researchers due to their technical comfort and the nature of their work.

What are the implications of the survey's findings for the future of UX work?

The survey's findings highlight the need for a more balanced approach to AI adoption, one that considers both the benefits and the limitations of AI, to ensure that its benefits are realized and its risks are mitigated.

Read the full story at Nielsen Norman Group More from Saturday, October 24, 2026’s edition