Design

Generating hypotheses and edge cases before testing

AI is used to challenge ideas, surface edge cases, and generate hypotheses that help the designer get faster to concepts worth testing.

Why the human is still essential here

Only real users can validate whether a design works, so the designer must run testing, interpret findings, and make final decisions based on actual user behavior.

How people use this

Edge-case flow review

AI stress-tests a proposed journey by listing failure points, confusing states, and missing scenarios the team should account for before testing.

ChatGPT / Claude

Usability test scenario drafting

AI helps generate task prompts, hypotheses, and follow-up questions for prototype tests so researchers can prepare studies faster.

Maze AI / UserTesting

Interview insight clustering

AI groups early feedback and observed issues into themes that help the designer form sharper hypotheses for the next round of testing.

Dovetail AI

Related Prompts (4)

Community stories (1)

Medium
6 min read

Designers and AI: The Honest Conversation Weโ€™re Not Having

When I use AI in my design work, Iโ€™m not outsourcing my thinking. Iโ€™m speeding up the parts of the process where speed is actually valuable, generating options, exploring directions, getting a quick read on structure, so I can spend more time on the parts where my judgment matters. Thatโ€™s a meaningful difference.

I use Claude for research. Iโ€™ve trained it over time to understand the tone and voice of the products I work on. When I save a screenshot of something that inspired me, I send it over and it helps me remember why I saved it, what the design is actually doing, and how it connects to whatever Iโ€™m building now. Thatโ€™s not impressive. Itโ€™s just useful.


Iโ€™ve also given it instructions for UX writing โ€” the tone, the constraints, who the users are. When it gives me copy suggestions, I donโ€™t paste them straight in. I read them against the productโ€™s voice and ask whether theyโ€™re actually clear for the user. Sometimes I run tests to find out.

MS
Mohamed ShantoryProduct designer
Apr 11, 2026