Design

Framing problems, surfacing risks, and validating assumptions with LLMs

Use LLMs to analyze project context, define scope, map user journeys and flows, surface missing steps and delivery risks, and challenge assumptions early so design decisions are grounded before execution begins.

Why the human is still essential here

The designer remains responsible for final framing, prioritization, and tradeoffs. AI can surface assumptions, journey gaps, and risks, but humans must decide what is truly relevant and how to act on it.

How people use this

Assumption and risk register draft

Paste briefs and prior decisions and have an LLM generate explicit assumptions, unknowns, risks, and validation steps to pressure-test the plan.

Claude

Problem statement and success metrics rewrite

Iterate on a problem statement by asking AI to propose tighter scopes and measurable success metrics aligned to the business goal.

ChatGPT

User flow and edge-case mapping

Describe the current journey and ask AI to produce a step-by-step user flow with edge cases and dependencies to review with PM/Eng.

Miro AI

Need Help Implementing AI in Your Organization?

I help companies navigate AI adoption -- from strategy to production. Whether you are building your first LLM-powered feature or scaling an agentic system, I can help you get it right.

LLM Orchestration

Design and build LLM-powered products and agentic systems

AI Strategy

Go from idea to production with a clear implementation roadmap

Compliance & Safety

Build AI with human-in-the-loop in regulated environments

Related Prompts (4)

Community stories (4)

LinkedIn

We need to decide:

We need to decide:
Is AI here to make our work faster

or to replace the work we do?


I use AI regularly in my workflow —

to explore ideas, speed up tasks, and meet deadlines more efficiently.


And yes — with the right context,

it can even help identify edge cases, bugs, and gaps.


But that’s the key:

AI works best when it’s guided.

It still relies on human understanding of:

• Context

• Dependencies

• Product thinking

• Real-world constraints


Without that, outputs and timelines can look efficient —

but fall short in reality.


AI is a powerful tool to accelerate the way we work.


But building meaningful products still requires

human judgment, collaboration, and experience.


Humans shouldn’t compete with AI —

we should learn how to direct it effectively.


💬 How are you using AI in your workflow today — as support or substitution?


#UXDesign #ProductDesign #UserExperience #ArtificialIntelligence #AIinDesign #SoftwareDevelopment #FutureOfWork #DesignThinking #TechTrends

SS
Saloni ShahUI/UX developer
Apr 4, 2026
LinkedIn

AI tools won't replace UX Designers.

AI tools won't replace UX Designers.

But designers who ignore AI will be replaced by those who don't.


Here's how I'm using AI in my UX process right now (without losing the human touch):


🔍 Research synthesis Dump interview notes into AI → get themes in minutes, not hours. I still validate every insight but I save hours of grunt work.


✍️ First-draft microcopy AI gives me 10 variations of a button label or error message. I pick, refine, and make it actually sound human.


🗺️ User journey mapping I use AI to spot gaps in a journey I've been staring at too long. Fresh (artificial) eyes catch what tired human ones miss.


🧪 Usability test prep AI helps me draft screener questions and discussion guides 3x faster. More time for actual conversations with users.


The goal isn't to hand over your design thinking. It's to free up more time for your design thinking.


What's one AI tool that's genuinely changed how you work as a designer? 👇


#uxdesign #aiindesign #ai #userexperience #productdesign #designtools

WM
Wahab MaqsoodProduct & UX Designer
Mar 26, 2026
Medium

I Use AI as a Personal Assistant on Every Design Project. Here’s Exactly How.

The design process hasn’t changed. How much energy you have left for it has.

Let me say something that might surprise you.


After years of designing at scale — AI-powered tools for 1.6M Walmart associates, global experiences at Adobe, multi-product workflows at Intuit — I don’t think AI has fundamentally changed what good design requires.


You still need to talk to real users. You still need to understand the business. You still need to make judgment calls that no algorithm can make for you.


What AI has changed is everything around the design. The retrieval. The synthesis. The prep work. The 11pm Slack thread archaeology.


And that changes everything about how much of yourself you have left when you sit down to actually create.


...

KG
Ketak GuptaSr. UX Designer at Walmart
Mar 19, 2026
Medium

How I Use AI to Scale Design Impact

AI didn’t change what I design. It changed how I design.

Over the past several months, my design process hasn’t just evolved — it’s been fully restructured. My AI tool stack isn’t something I use occasionally; it is an operational layer embedded into my day-to-day and across discovery, ideation, prototyping, validation, and delivery.


This article outlines how I structure projects using AI models — primarily Claude and ChatGPT — alongside specialized tools such as Figma Make and Amplitude.

YG
Yuliia GalytskaProduct designer
Feb 27, 2026