Sergey Kargopolov

Are AI‑generated UI designs good enough for production apps?

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I continue building UI pages for my email marketing platform using AI, and I wondered if AI‑generated UI designs are good enough for production apps?

They seem to work great on mobile devices and desktop screens. They load fast. They behave normally. I’m personally perfectly fine and happy to use them in production, but what is your opinion? Am I missing something? Should I be worried about using them in production?

To build UI I use Lovable and Google Stitch. I go feature by feature, and for each feature I create a separate Git branch. This way I’m more careful that one update does not break my entire website.

P.S. The attached screenshot is a work‑in‑progress design that I created using Google Stitch for the Email Automation and Sequencing feature.

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Narmin Farzaliyeva

For a marketing platform, this is totally fine for production, users care about whether it works, not whether a human designer touched it. The one thing worth auditing is accessibility and how it handles edge cases like errors or empty states, since AI usually nails the main flow but misses the details.

Sergey Kargopolov

@narminfarz4 That's true. I am happy to hear this kind of UI is totally acceptable for the service I am building. I will finalize the email sequence today and will go through edge cases 👍🏻. Thank you 🙏🏼.

Viktor Shumylo

If it works, loads fast, and users are happy, it’s probably good enough for production. I’d just keep an eye on maintainability as features grow.

Sergey Kargopolov

@vik_sh I guess time will show but until now, making changes was pretty easy and accurate. Things don't break and work well even after the update. I am getting pretty confident and comfortable with building UI with Lovable and Google Stitch.

Thank you, Viktor, for your input!

AJ

Done > Perfect

If it works it works. If the design being bespoke is a feature then you might need a specialist who can turn a general vision into a polished experience, otherwise it's fine.

Sergey Kargopolov

@build_with_aj No, I don't really say anything about the design as being an advantage or something. It is just there are so many posts that vibe-coded applications are not good for production. I did use AI for both front-end and backend. When it comes to backend there I implement things granularly and review all code AI produces or updates. But when it comes to UI, where I don't know much, I can only judge visually. I do like visually what it creates and it works 🤷🏻‍♂️. I am testing in Chrome, Edge and Safari and it works well. So to me AI-generated UI seems to be perfectly fine to use in production...

Alae Cherkaoui

I'm a product designer and I recently was working on an automation tool.
The owner just like you used AI generated UI, while trying to Audit it, the main problem was the consistency of styling among a list of components.

Few states like hovered, clicked, loading, error were non-functional
Accessibility (responsiveness, font sizes and responsiveness were also a big issue).

In the end it proved to be a very solid starting point for a designer to take over and improve the design. I will attach my work here and how it evolved with my help

Sergey Kargopolov

@alae_designs That's true. The AI tool I am using does create UI elements styled differently from time to time. I have to ask it to stay consistent and use the same style across pages. Responsiveness looked good until I started designing the automation sequence. But at this stage I am fine with the UI issues in the automation sequence builder on mobile devices. I hope that this feature will mostly be used on desktop computers... but I will look at it in greater details later.

Thank you very much for your input, Alae! :)