AI skills · Design & UX

AI skills for
designers and UX

These 12 skills give designers a second pair of eyes grounded in UX research: heuristic reviews of a screen description, microcopy and error messages, accessibility checks against WCAG 2.2, usability test scripts, research-backed personas and structured critiques. Each one names the principle behind every suggestion.

  • Product designer
  • UX designer
  • UI designer
  • UX researcher
  • UX writer
  • Design lead
12 skills

Which design & ux skill should I install first?

Start with Heuristic UX review. Design reviews are opinion fights, and usability problems ship anyway. After you paste it in and send a description of the screen or flow (elements, copy, states) or a list of what happens step by step, you get usability issues mapped to Nielsen's 10 heuristics and the laws of UX, rated by severity, with fixes. Jump to Heuristic UX review ↓

Product / UX designer

Heuristic UX review

ProblemDesign reviews are opinion fights, and usability problems ship anyway.

You paste

Checkout: 14 form fields on one screen, coupon box above the pay button, error messages only after submit

You get

Coupon box above Pay — invites leaving to hunt for codes (goal-gradient interruption) — severity 3

Errors only after submit — error prevention heuristic — severity 3 → validate inline

14 fields — cognitive load — severity 2 → autofill address from PIN code

Immediate resultUsability issues mapped to Nielsen's 10 heuristics and the laws of UX, rated by severity, with fixes.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send a description of the screen or flow (elements, copy, states) or a list of what happens step by step.
# Skill: Heuristic UX review

You are running the "Heuristic UX review" skill for me. I work as: Product / UX designer. What I need from you: usability issues mapped to Nielsen's 10 heuristics and the laws of UX, rated by severity, with fixes.

## When I send you a description of the screen or flow (elements, copy, states) or a list of what happens step by step
1. Walk the screen as a first-time user with a goal.
2. Find issues and map each to a heuristic or UX law.
3. Rate severity 0–4 (Nielsen's scale).
4. Suggest a concrete fix for each.

## Reply in this format
- User goal assumed
- Issues table: issue, heuristic / law, severity, fix
- Top three fixes
- What to test with real users

## Rules
- Name the principle behind every issue.
- Frame findings as hypotheses to test, not facts about users.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send a description of the screen or flow (elements, copy, states) or a list of what happens step by step.
UX writer / designer

Microcopy writer

ProblemButtons, empty states and error messages are written last, and they confuse users.

You paste

UPI payment screen: enter UPI ID, pay button, states: invalid ID, pending, failed, success

You get

Button: 'Pay ₹499' (not 'Submit')

Invalid ID: 'That UPI ID doesn't look right — it should look like name@bank'

Pending: 'Approve the request in your UPI app. This page updates on its own.'

Immediate resultClear microcopy for every state of your component: labels, helper text, errors, empty and success states.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send the screen or component, what the user is trying to do and the states it has.
# Skill: Microcopy writer

You are running the "Microcopy writer" skill for me. I work as: UX writer / designer. What I need from you: clear microcopy for every state of my component: labels, helper text, errors, empty and success states.

## When I send you the screen or component, what the user is trying to do and the states it has
1. Write button labels as verbs that say what happens.
2. Write helper text and placeholder text.
3. Write error messages that say what went wrong and how to fix it.
4. Write empty, loading and success states.

## Reply in this format
- Microcopy table: element, state, copy, character count
- Tone notes
- Alternatives for the main CTA

## Rules
- Error messages never blame the user.
- Plain words, sentence case.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send the screen or component, what the user is trying to do and the states it has.
Designer / front-end developer

Accessibility checker

ProblemAccessibility issues are found late, by users who can't use the product.

You paste

<div onclick='buy()'>Buy</div> · grey #999 text on white · icon-only close button

You get

div as button — 2.1.1 Keyboard (A) → use <button type='button'>

#999 on #fff = 2.85:1 — fails 1.4.3 (AA, needs 4.5:1) → use #595959 (7:1)

Icon-only close — 4.1.2 Name, Role, Value → add aria-label='Close'

Immediate resultWCAG 2.2 issues found in your HTML or design description, with the success criterion and fix for each.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send HTML code or a detailed description of a screen (colours, sizes, labels, interactions).
# Skill: Accessibility checker

You are running the "Accessibility checker" skill for me. I work as: Designer / front-end developer. What I need from you: WCAG 2.2 issues found in my HTML or design description, with the success criterion and fix for each.

## When I send you HTML code or a detailed description of a screen (colours, sizes, labels, interactions)
1. Check contrast, text alternatives, labels, focus order, keyboard access, target size and motion.
2. Map each issue to a WCAG 2.2 success criterion and level (A, AA).
3. Give the fix (code or design change).
4. List what needs manual testing with a screen reader.

## Reply in this format
- Issues table: issue, WCAG criterion, level, fix
- Fixed code (if HTML given)
- Manual tests to run

## Rules
- Compute contrast ratios when hex colours are given.
- Say what can't be judged from text alone.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send HTML code or a detailed description of a screen (colours, sizes, labels, interactions).
UX researcher / designer

Usability test script

ProblemUsability tests ask leading questions and test the wrong tasks.

You paste

Prototype of a medicine-reminder app for people over 60

You get

Task: 'Your doctor just added a tablet to take after dinner. Set it up so you won't forget.'

Not: 'Tap Add Medicine.'

Probe: 'What did you expect to happen there?'

Immediate resultA moderated test script with screener, warm-up, realistic tasks, neutral probes and a debrief.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send the product or prototype, what you want to learn and who the users are.
# Skill: Usability test script

You are running the "Usability test script" skill for me. I work as: UX researcher / designer. What I need from you: a moderated test script with screener, warm-up, realistic tasks, neutral probes and a debrief.

## When I send you the product or prototype, what I want to learn and who the users are
1. Write research questions and success criteria per task.
2. Write five realistic task scenarios (no UI words in the task).
3. Add neutral follow-up probes.
4. Write a screener and an observation note template.

## Reply in this format
- Research questions
- Screener
- Intro script
- Tasks with success criteria
- Probes
- Debrief questions
- Note-taking template

## Rules
- Tasks describe goals, never the button to press.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send the product or prototype, what I want to learn and who the users are.
Product designer

Design critique partner

ProblemDesigners working alone lack structured critique and miss problems a team would spot.

You paste

Pricing page: 4 tiers side by side, 'Most popular' on the most expensive, 30 features per tier

You get

Goal check: help small teams pick a plan — 120 feature rows work against that.

Issue: 'Most popular' on the top tier — if untrue, it's fake social proof.

Alternative: 3 tiers, 6 key differences, full comparison behind 'See all features'.

Immediate resultA structured critique against the design's goal: what works, what doesn't and why, with options.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send the design described in detail, its goal, the user and constraints.
# Skill: Design critique partner

You are running the "Design critique partner" skill for me. I work as: Product designer. What I need from you: a structured critique against the design's goal: what works, what doesn't and why, with options.

## When I send you the design described in detail, its goal, the user and constraints
1. Restate the goal and check the design against it.
2. Critique hierarchy, layout, typography, colour, content and interaction.
3. Separate issues with the goal from personal taste.
4. Offer two alternative directions.

## Reply in this format
- Goal check
- What works
- Issues (tied to the goal)
- Alternatives
- Questions for the designer

## Rules
- Critique the work, not the person; explain the reason for every point.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send the design described in detail, its goal, the user and constraints.
UX researcher / designer

Research-based persona

ProblemPersonas are invented in workshops and describe stereotypes, not behaviour.

You paste

12 interviews with people who split bills with flatmates

You get

'The Ledger Keeper' (5 of 12): pays first, tracks in Splitwise, chases everyone.

Quote: 'I'm always the one asking for ₹340 back.'

Implication: one-tap reminders that don't make the ledger keeper look petty.

Immediate resultBehaviour-based personas with goals, context, frustrations and quotes drawn from your research.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send research notes, interview summaries or survey results.
# Skill: Research-based persona

You are running the "Research-based persona" skill for me. I work as: UX researcher / designer. What I need from you: behaviour-based personas with goals, context, frustrations and quotes drawn from my research.

## When I send you research notes, interview summaries or survey results
1. Cluster participants by behaviour and goals, not demographics.
2. Write each persona's goals, context, behaviours and frustrations.
3. Include verbatim quotes and the number of participants it represents.
4. Note design implications.

## Reply in this format
- Persona cards
- Evidence count
- Design implications
- What we still don't know

## Rules
- No stock-photo demographics unless they matter to behaviour.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send research notes, interview summaries or survey results.
Product designer

User flow mapper

ProblemFlows are designed screen by screen, and edge cases and dead ends get missed.

You paste

Booking a doctor's appointment in a clinic app

You get

Happy path: choose specialty → doctor → slot → confirm → pay → confirmation

Branch: no slots this week → show next available + 'notify me'

States: slot taken during payment → hold for 5 minutes, then release

Immediate resultA complete user flow with happy path, decisions, error states and a Mermaid diagram.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send the feature and the user's goal.
# Skill: User flow mapper

You are running the "User flow mapper" skill for me. I work as: Product designer. What I need from you: a complete user flow with happy path, decisions, error states and a Mermaid diagram.

## When I send you the feature and the user's goal
1. Map the happy path step by step.
2. Add decision points, errors, empty states and exits.
3. List screens and states needed.
4. Produce a Mermaid flowchart.

## Reply in this format
- Happy path
- Branches and errors
- Screens and states list
- Mermaid diagram (code)

## Rules
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send the feature and the user's goal.
Design systems designer / front-end

Design token generator

ProblemColours and spacing are hard-coded everywhere, so the UI drifts and dark mode is painful.

You paste

Brand blue #2563EB, font Inter, 4px spacing grid, dark mode needed

You get

--color-accent: #2563EB (light) / #60A5FA (dark)

Text on accent: #FFFFFF on #2563EB = 5.2:1 ✓

--space-1: 4px … --space-8: 32px

Immediate resultA token set for colour, type, spacing and radius in JSON and CSS variables, with light and dark values.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send your brand colours, fonts and any existing values you use.
# Skill: Design token generator

You are running the "Design token generator" skill for me. I work as: Design systems designer / front-end. What I need from you: a token set for colour, type, spacing and radius in JSON and CSS variables, with light and dark values.

## When I send you my brand colours, fonts and any existing values I use
1. Create a colour scale for each brand colour.
2. Define semantic tokens (text, surface, border, accent, danger) for light and dark.
3. Check text/background pairs for 4.5:1 contrast.
4. Output JSON and CSS custom properties.

## Reply in this format
- Primitive tokens
- Semantic tokens (light / dark)
- Contrast checks
- CSS variables (code)
- JSON (code)

## Rules
- Report the contrast ratio of every text pair.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send my brand colours, fonts and any existing values I use.
UX researcher / PM

UX research plan

ProblemResearch starts with a method instead of a question, and the findings don't inform decisions.

You paste

Should we add a family plan to our streaming app?

You get

Decision: build a family plan in Q1 or not.

RQ: How do households share accounts today, and what breaks?

Method: 10 household interviews + a survey of 400 subscribers on sharing.

Immediate resultA research plan: decision to inform, questions, method, participants, timeline and outputs.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send the product decision you need to make and what you already know.
# Skill: UX research plan

You are running the "UX research plan" skill for me. I work as: UX researcher / PM. What I need from you: a research plan: decision to inform, questions, method, participants, timeline and outputs.

## When I send you the product decision I need to make and what I already know
1. State the decision the research will inform.
2. Write three to five research questions.
3. Pick the method and explain why (interviews, usability test, survey, diary study).
4. Define participants, recruitment, timeline and deliverables.

## Reply in this format
- Decision
- Research questions
- Method and why
- Participants and recruitment
- Timeline
- Deliverables
- Risks

## Rules
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send the product decision I need to make and what I already know.
Designer / marketer

Image prompt writer

ProblemImage generators produce generic results from vague prompts, and outputs don't match the brand.

You paste

Hero image for a fintech landing page: young Indian professionals, trust, warm

You get

'Two young professionals reviewing a phone at a sunlit Bengaluru café table, warm natural light, shallow depth of field, 35 mm, editorial photo style'

--ar 16:9

Avoid: text, logos, distorted hands

Immediate resultDetailed prompts for Midjourney, DALL·E, Imagen or Firefly with style, composition and negative prompts.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send what the image is for, the subject, mood, brand style and size.
# Skill: Image prompt writer

You are running the "Image prompt writer" skill for me. I work as: Designer / marketer. What I need from you: detailed prompts for Midjourney, DALL·E, Imagen or Firefly with style, composition and negative prompts.

## When I send you what the image is for, the subject, mood, brand style and size
1. Write a prompt with subject, setting, composition, lighting, style and lens.
2. Add aspect ratio and tool-specific parameters.
3. Add things to avoid.
4. Give three variations.

## Reply in this format
- Main prompt
- Parameters
- Avoid
- Variations
- Usage notes (rights and disclosure)

## Rules
- No real people's likeness, logos or copyrighted characters.
- Remind the user to check the tool's licence and label AI images where required.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send what the image is for, the subject, mood, brand style and size.
Product designer

Design handoff notes

ProblemDevelopers build something different from the design because behaviour and edge cases weren't written down.

You paste

Product card: image, title, price, rating, add-to-cart; grid of 4 on desktop

You get

States: default, hover (lift 2 px, 150 ms), out of stock (button disabled, label 'Notify me')

Title: max 2 lines, then ellipsis

Grid: 4 columns ≥ 1200 px · 2 columns < 810 px

Immediate resultHandoff notes covering states, interactions, responsive behaviour, content rules and accessibility.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send a description of the screens and components in your design.
# Skill: Design handoff notes

You are running the "Design handoff notes" skill for me. I work as: Product designer. What I need from you: handoff notes covering states, interactions, responsive behaviour, content rules and accessibility.

## When I send you a description of the screens and components in my design
1. List every component and its states.
2. Describe interactions and animations with durations.
3. Specify responsive behaviour at each breakpoint.
4. Add content limits, accessibility notes and open questions.

## Reply in this format
- Components and states
- Interactions
- Responsive rules
- Content rules
- Accessibility
- Open questions

## Rules
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send a description of the screens and components in my design.
UX writer / product designer

UX copy localizer

ProblemTranslated interfaces read awkwardly and break layouts because strings get longer.

You paste

Keys: cta.checkout 'Checkout now' (max 14 characters) · Hindi and Tamil

You get

cta.checkout · hi: 'अभी ऑर्डर करें' — fits

cta.checkout · ta: 'இப்போது வாங்கவும்' — too long → 'வாங்கவும்'

Note: use the respectful form (आप) in Hindi throughout.

Immediate resultLocalised UI strings that sound natural, fit length limits and keep placeholders intact.

Install instructions
  1. Copy the skill below.
  2. Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
  3. Send your UI strings (with keys and character limits) and the target languages.
# Skill: UX copy localizer

You are running the "UX copy localizer" skill for me. I work as: UX writer / product designer. What I need from you: localised UI strings that sound natural, fit length limits and keep placeholders intact.

## When I send you my UI strings (with keys and character limits) and the target languages
1. Translate for meaning and tone, not word-for-word.
2. Keep {placeholders} and formatting intact.
3. Flag strings that exceed limits and give a shorter option.
4. Note cultural issues (formality, dates, numbers, currency).

## Reply in this format
- String table: key, source, translation, length, fits?
- Cultural notes
- Strings needing native review

## Rules
- Recommend native-speaker review before release.
- Use only the facts I give you; mark anything you had to assume with [ASSUMPTION].
- If something essential is missing, ask me one short question, then continue.
- No preamble or filler: start with the result.

Confirm you're ready in one line, then wait for me to send my UI strings (with keys and character limits) and the target languages.
Why these skills

Why design & ux is in demand

UI and UX designers are in the WEF's ten fastest-growing jobs to 2030, and arts, design and media work is a rising share of Claude conversations.

Prove it with the free AI for UX/UI Designers Certification test, or read all 12 as a guide: AI skills for product and UX designers.

  • World Economic Forum — Future of Jobs Report 2025Employers expect big data specialists, fintech engineers and AI and machine learning specialists to be the fastest-growing jobs to 2030, with software developers, security management specialists and UI/UX designers also in the top ten. AI and big data, networks and cybersecurity and technological literacy are the fastest-growing skills.
  • Anthropic Economic Index — Economic primitives report (January 2026)Computer and mathematical tasks were about a third (34%) of Claude.ai conversations and nearly half (46%) of API traffic in November 2025; education and instruction was second at 15%; office and administrative support was 13% of API use. The single most common task was fixing software errors (6%).
12 free AI skills for design & ux, with an example from Heuristic UX review
12 AI skills for design & ux, starting with Heuristic UX review.
FAQs

AI skills for design & ux: questions

What can AI skills do for design & ux?

These 12 skills give designers a second pair of eyes grounded in UX research: heuristic reviews of a screen description, microcopy and error messages, accessibility checks against WCAG 2.2, usability test scripts, research-backed personas and structured critiques. Each one names the principle behind every suggestion.

Which design & ux skill should I install first?

Start with Heuristic UX review. Design reviews are opinion fights, and usability problems ship anyway. After you paste it in and send a description of the screen or flow (elements, copy, states) or a list of what happens step by step, you get usability issues mapped to Nielsen's 10 heuristics and the laws of UX, rated by severity, with fixes.

What should I not paste into an AI assistant for design & ux work?

AI can't see your users. Treat its review as hypotheses to test with real people, and check accessibility with a real screen reader and contrast tool.

Why is design & ux a high-demand area for AI skills?

UI and UX designers are in the WEF's ten fastest-growing jobs to 2030, and arts, design and media work is a rising share of Claude conversations.

More job profiles

Next: Founders & small business →

Free PDF · 74 pages · 2 editions

The Laws of UX, in one field guide

60 research-backed principles in 6 categories — what each one means, why it works on the human brain and how to use it on your own screens. Written by Sushant Singh, founder of Science of Apps, who has scaled consumer apps to lacs of users and spent 10+ years leading product across startups and digital businesses in the US, EU & India.

Pick your edition
Free. No card, no paywall — just your email.
Free PDF · 74 pages

Get Laws of UX by email

Choose your edition

You’ll also get occasional UX psychology tips. Unsubscribe anytime. Privacy policy

Free PDF · 90 pages · 2 editions

100+ Subscription Paywalls, decoded

110 real paywalls from top apps, taken apart, rated out of 5 and decoded with the Laws of UX — plus the frameworks, copy and checklists to ship your own. By Sushant Singh, founder of Science of Apps.

  • 110 paywalls rated
  • 34 Laws of UX
  • 12 frameworks

Which paywall scored 4.8 out of 5, and which scored 2.6? It’s all inside.

Pick your edition
Free. No card, no paywall — just your email.
Free PDF · 90 pages

Get 100+ Paywalls, Decoded by email

Choose your edition

You’ll also get occasional UX psychology tips. Unsubscribe anytime. Privacy policy