# The Custodial Era of UX: Cleaning Up After AI

DevFeed: [The Custodial Era of UX: Cleaning Up After AI](<https://devfeed.tech/articles/the-custodial-era-of-ux-cleaning-up-after-ai-9031.md>)

Original publisher: [Read original article](<https://www.nngroup.com/articles/ai-ux-debt/>)

Author: Anna Kaley, Raluca Budiu

Published: 2026-08-28T17:00:00Z

Content type: article

Language: en

Sources: [NN/g latest articles and announcements](<https://devfeed.tech/sources/nn-g-latest-articles-and-announcements.md>)

Topics: [User experience (UX)](<https://devfeed.tech/topics/ux.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Usability](<https://devfeed.tech/topics/usability.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [Information Architecture](<https://devfeed.tech/topics/information-architecture.md>), [User interface design](<https://devfeed.tech/topics/ui-design.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [ai](<https://devfeed.tech/tags/ai.md>), [article](<https://devfeed.tech/tags/article.md>), [cognitive-load](<https://devfeed.tech/tags/cognitive-load.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [information-architecture](<https://devfeed.tech/tags/information-architecture.md>), [interaction-design](<https://devfeed.tech/tags/interaction-design.md>), [mental-models](<https://devfeed.tech/tags/mental-models.md>), [speed](<https://devfeed.tech/tags/speed.md>), [usability](<https://devfeed.tech/tags/usability.md>), [ux](<https://devfeed.tech/tags/ux.md>)

## AI overview

AI enables teams to create content, prototypes, code, and working features faster than UX teams can evaluate them, creating UX debt. The article describes UX's role in reviewing AI-generated work, assessing its usefulness and usability, and restoring clarity, accessibility, trust, and coherence.

## Source excerpt

AI lets teams build faster than UX can evaluate. UX can adapt by building shared judgment, accelerating evaluation, and guiding AI-generated designs.