The emergence of GenUI in the age of AI Fatigue

Are you tired of AI? Between technological demands and a loss of control, users are reaching their limit. Yet, the answer lies not in rejection, but in... GenUI : a new era where the interface fades into the background to make way for a results-oriented design, finally tailored to your real needs.

Why are we talking about...AI fatigue?


source: Freepik

 

Artificial intelligence has been presented as a technological revolution, but the reality today is much more complex.

Early generative AI systems (chatbots, image generators) required constant re-prompts and corrections, in a repetitive cycle of "Ask → evaluate → try again → correct → double-check"leaving the user exhausted by the obligation to “manage” the AI.

In the report Trending 2025 – The Era of Initiative published by Foresight FactoryNearly one in two consumers (46%) say they are tired of the algorithms that control what they see, and 55% feel overwhelmed by AI-generated content. Economists are even using the term " enshitification "To describe the decline in the quality of digital content and services. Beyond usage, and in a broader context, AI is omnipresent. This overexposure creates a feeling of pressure to adopt, for fear of missing out (the “FOMO” effect), which adds emotional fatigue to cognitive fatigue."

La AI fatigue (AI fatigue) This is nothing more than the result of idealistic discourse and socio-cultural pressure, reinforced by a poorly conceived product design. It often stems from a loss of authenticity (opaque algorithms, intrusive AI) that users want to regain control of.

Many people still confuse AI that "fills the feeds" (recommendation algorithms, infinite scrolling, intrusive assistants) with AI that enables intelligent creation or interaction. As a result, they reject AI outright out of simple frustration or mistrust.

However, this fatigue stems from an unresolved friction. For example, why does Siri show me a list of hotels when it could directly make a reservation for me? It is precisely in this context ofAI fatigue that GenUI emerges: not as just another automated interface, but as a new way to restore control and meaning to the user experience. It becomes a response to fatigue, not the cause.

 

What is GenUI?

A Generative User Interface (GenUI) is a user interface generated dynamically, in real time, by artificial intelligence, in order to offer a personalized experience according to the user's needs and context.


Source:Nielsen Norman Group

 

Until now, interfaces have been designed to satisfy the largest possible number of users. What would this mean for our daily work as UX designers if tomorrow's interfaces were to be ultra-personalized ?

Although our working methods are bound to evolve, our core competencies remain more essential than ever: user-centered problem-solving, critical thinking, curiosity, and a global vision.

In the GenUI context, the evolution of UX design is emerging as an inevitable step from interface design to result design.

 

Outcome-Oriented Design

source: Freepik

 

Sam open his Delta Airlines app to book a flight to Chicago as part of a business trip. It's a frequent traveler at Delta.

Sam is dyslexic, as indicated in his user profile. His customized Delta application uses a Special font and appropriate color contrast to make the content easier to read.

Sam speaks to the Delta voice assistant and asks to see flights to Chicago, from May 6th to 10th. Since she hasn't specified a departure airport, the application assumes she's leaving from her usual airport in Miami and launches the search.

While the system displays the options, it also checks if there are any events or weather conditions which could impact Sam's trip. One alert message appears on the screen, informing him that a major event is planned for those dates, which will make the trip more expensive. The system therefore recommends that he book his flight and hotel as soon as possible.

The presentation of flight results is entirely determined by the past habits and preferences of Sam. She places the most importance on price and duration of the journey This information is therefore highlighted and classified according to these criteria.

The first option on the list perfectly matches her needs, but an alert message indicates that there are no more window seats available. However, Sam always prefers to be by the window, so she moves on to the next option.

Sam never takes night flights, so these are placed all at the bottom of the list.

Thanks to GenUI, Delta can offer such a personalized experience to each of its 190 million annual travelers.

Le storytelling is essential for communicating expected results (for example, during user research feedback) in order to show how the product creates value for users.

This approach, called "Outcome-oriented design"focuses on the concrete effects that a product or service generates for users and for the company, rather than on the deliverables or features produced.

As pointed out by NN/g in his report “The UX Reckoning: Prepare for 2025 and Beyond”Designers need to go beyond fashion trends, develop cross-functional skills (product management, business strategy, etc.) and focus on meaningful results rather than flashy deliverables.

 

Conclusion

We hope that in the long term, GenUI will have a positive impact on the user experience with a major advance in digital accessibility.

However, in the short term, we could face many challenges. The problems of GenAI are also those of GenUI. The current limitations of generative AI models would directly impact a generative interface.

From a technical and logistical point of view, it will require a enormous computing power to generate a unique interface live for each user, anywhere in the world. It will be a few more years before the majority of users have the necessary processing power to fully benefit from GenUI.

Therefore, to produce an experience as personalized as the flight booking example mentioned earlier, a GenUI system will need to deeply understand each individual by gathering a significant amount of contextual information. This raises some major risks to user privacy and security.

Finally, constantly changing interfaces could pose usability problems. Much of our understanding of modern web interfaces relies on design standards (e.g., a logo in the top left corner). The more a site is used, the more familiar and intuitive it becomes. If GenUI changes the interface with every interaction, users could face a constant need for relearning generating frustration, especially during the transition phase.

The challenge in the coming years will be to transform the power of the GenUI into a truly human experience. In the age of AI, the designer's role is no longer just to design interfaces, but to to preserve trust, consistency and ethics in the human-machine relationship.

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Sandra Tsang, UX/UI Product Designer at UX-Republic