What Can't AI Do in Design in 2026

By Hannah Baker

Dear Reader,

If you work in design, your feeds are probably saying the same two things on repeat:

• Here’s everything AI can do for you, and
• Here’s why you should be terrified.

Most of that conversation focuses on tools and job titles: “Will designers be replaced?” “Which roles are safe?” It makes for good headlines, but it’s not how the work actually changes in real life.

A few months ago, walking to my studio listening to a Planet Money podcast episode, I realized we’re asking the wrong question.

The episode interviewed two researchers who both focused on tasks rather than jobs, each from a different angle:

• An exposure rubric: how reachable a task is for AI
• The EPOCH framework: how much human depth a task requires

I made a modern task list for product/UX design, ran those tasks through both lenses, and then plotted them. I expected a neat line from “very human” to “very automatable.”

That is not what showed up.

Instead, three clusters emerged:

• Human-core work that stays stubbornly resistant to automation
• LLM-ready work that’s genuinely accelerable
• Tool-entangled work where LLM needs the right tools to work

Underneath those clusters lay a quieter pattern: the moments where we stop asking “Can AI do this?” and start asking “What should we do here?”

Not execution. Not output.

That in-between space where context, ethics, and consequences live.

In other words: judgment.

This new report, The Judgment Gap: Design Skills You'll Need in 2026, follows that thread: from a commute to task lists and scatterplots, to why framing, interpretation, facilitation, and ethical awareness are becoming the real craft of design.

If you’ve been half-excited, half-exhausted by the “AI + design” conversation, this is my attempt to offer a different lens.

​Facilitating Workshops Cohort 9, is officially happening.

The next cohort dates are March 25-April 29, 2026, and enrollment opens Monday, December 15.

If you’ve been waiting for the next round (or thinking about leveling up your workshop skills for 2026), now’s the time. A few people have already grabbed pre-sale spots this week, so I expect seats to move once it opens publicly.

You can join the waitlist here to get the link the moment doors open.
​→ Add me to the Waitlist​

Until next week!

Hannah Baker ​Facilitator & Co-Founder ​The Fountain Institute

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