AI

AI moved the capability line. The accountability line stayed where it was.

The biggest jump in how designers use AI this year isn't design. It's code.

+31 points year over year. The largest move in the AI in Design 2026 report. Half of designers surveyed have shipped AI-generated code to production.

Horizontal bar chart titled "How designers use AI in 2026, and what's changed since 2025". Ideation and concept exploration 76%, prototyping 74%, UI copy and content writing 70% (+18pts), user research and synthesis 56% (+9pts), documentation and specs 50%, code generation and front-end implementation 50% (+31pts), image or video generation 44% (+9pts), wireframing 43% (+27pts), design systems and components 33% (+24pts), stakeholder presentations 33% (-4pts), high-fidelity visual design 29%, design QA and accessibility 27% (+16pts), developer handoff 23% (+12pts).
Code generation and front-end implementation moved +31 points year over year - the largest jump in the report. Source: AI in Design survey, Q1 2026.

I'm one of them. With a caveat.

On client sites every change still goes through a developer

I learned to ship on our own website instead. It looks polished from the front. The code behind it is a mess. That's what a sandbox is for πŸ˜…

Here's what shipping it myself changed

Numbers from two similar pages, one year apart.

Our hiring page, last year

  • 10h design (a second designer)
  • 4h my copy
  • 70h development + QA

84 hours. Three people. Weeks of revisions.

Our newest page, with an interactive game on it

  • 4h copy
  • 12h design + code + QA

16 hours. One person. Zero developer minutes.

To be fair, the old page was the heavier build. So the real multiplier is 3-4x. I wanted to write 10x. Couldn't.

But the multiplier matters less than these two numbers

  • 70 β†’ 0. The entire handoff (developer, QA, revision ping-pong) gone from this class of work.
  • 4 β†’ 16. I used to be 5% of a page. Now I'm 100% of it. My attention became the limit.

And a new thing appeared: pages nobody would approve at 84 hours now exist at 16. With no meeting.

One question left

If I can ship, why do I still keep developers between me and client production? Max, my co-founder, answered it for me:

You can write the code now, but you can't be responsible for it staying alive.

AI moved the capability line. The accountability line stayed where it was. So our rule: designers ship to staging. Developers own production.

We're still writing these rules as we go. I suspect that's true of everyone posting about AI workflows. They're just not saying it α••( ᐛ )α•—

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Zhenia Mohyla
Written by

Zhenia Mohyla

Co-founder Β· Design & Strategy

I lead design and strategy at Norml, shaping client work, internal systems, and the studio’s creative direction.

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