NN/g Asks If AI Belongs in UX. Yes, Obviously. The Question Is When, Not If.
The Nielsen Norman Group has assembled a study guide collecting their articles and videos on using AI for UX work. Their position is clear: AI can improve internal employee productivity through service design, which indirectly improves the customer experience. They note AI is not yet ready for every UX task, but the relevant question has shifted from whether to when.
This illustrates the concept of task-readiness mapping. Not every workflow is ripe for AI insertion. The mental model here is sequencing: you identify which internal processes yield productivity gains first, deploy there, and let the customer-facing benefits cascade. Skipping the sequence and slapping AI onto customer-facing UX prematurely is what produces the spectacular failures you read about.
The Nielsen Norman Group, a UX research consultancy, compiled this collection of their own articles and videos covering AI applications in service design and UX workflows.
- Visit nngroup.com and search their AI for UX content. You will find a curated collection of articles and videos.
- Pick one article about using AI for internal employee productivity rather than customer-facing work. Read it fully.
- Identify one repetitive task in your own workflow and spend ten minutes asking a chatbot to draft or automate it. Observe whether the output saves time or requires more editing than it saves.