My Perspective

AI Is Changing UX Design — But Nobody's Talking About the Real Cost

The headlines say AI will replace designers. The reality is more complicated — and more expensive than most people realize.

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There's a version of this story where AI takes over, and every UX designer updates their LinkedIn to “open to work.” That version makes for great headlines. It's also wrong.

Here's what's actually happening.

The Workplace Has Already Changed

Whether your team is ready or not, AI has moved in. It's in your Figma plugins, your research tools, your sprint planning docs. The workplace isn't preparing for AI — it's already running on it. Workflows that used to take days are taking hours.

The new landscape isn't human vs. AI. It's human plus AI, moving at a speed we weren't built for — until now.

What the Workflow Actually Looks Like

AI is handling the grunt work: generating wireframe variations, synthesizing research, writing microcopy drafts, flagging accessibility issues. Designers aren't being replaced — they're being elevated. The job is shifting from execution to judgment. From making to deciding.

The Hidden Price Tag Nobody Mentions

Yes, AI lowers the barrier to making things. A team with no design experience can spin up a passable interface in hours. On paper, that looks like efficiency. In practice, it's where things get expensive.

AI tools aren't free. Subscriptions, API calls, compute time — it adds up, especially when you're iterating. And iteration is exactly what happens when someone without experience is driving. They'll generate, tweak, regenerate, go in circles, and land on something that looks fine but solves the wrong problem. Every one of those cycles costs money. Every wrong direction costs time.

So is handing AI to someone without the expertise to guide it actually saving money? Or is it just moving the waste somewhere less visible?

The most efficient use of AI isn't the cheapest operator — it's the most informed one. An experienced designer knows what to ask for, spots a bad output in seconds, and gets to the right answer in a fraction of the cycles. They're not just using the tool — they're directing it. That's where the real ROI lives.

The cost of AI isn't just subscriptions and compute. It's the risk of shipping fast and wrong — and calling it innovation.

The New Reality: Expertise Is the Product

There's an old saying: you don't pay a plumber to bang on pipes. You pay them to know where to bang.

AI is the hammer. Expertise is knowing where to swing it.

Anyone can open a design tool today and generate something that looks like a product. The outputs are clean, the layouts are reasonable — and that's exactly the problem. AI will give you a result, but it will never give you the right result, because it doesn't know what right looks like for your users, your context, your moment. That knowledge lives in the designer.

What Vision Actually Means

Vision is knowing what outcome you're designing toward before you start designing. It's not a generated one — it's yours. It's the ability to look at an output and say: this is technically correct and completely wrong.

AI generates. Designers decide. Those are not the same skill.

The gap between what you prompted and what your users actually need — that gap is where expertise lives.

The Future Belongs to Both

The future of UX is going to require a good mix: expertise, the ability to recognize a good outcome, fluency with AI tools, and unique vision. The designers who thrive won't just be fast prompters. They'll be the ones who walk in knowing exactly what they're building toward — and use AI to get there faster.

That's not a soft skill. That's the whole job.


Still figuring this out in real time — just like the rest of you.