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 ↓
Immediate resultUsability issues mapped to Nielsen's 10 heuristics and the laws of UX, rated by severity, with fixes.
Install instructions
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
ProblemAccessibility issues are found late, by users who can't use the product.
Outcome preview
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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).
ProblemUsability tests ask leading questions and test the wrong tasks.
Outcome preview
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
ProblemDesigners working alone lack structured critique and miss problems a team would spot.
Outcome preview
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
ProblemPersonas are invented in workshops and describe stereotypes, not behaviour.
Outcome preview
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
ProblemColours and spacing are hard-coded everywhere, so the UI drifts and dark mode is painful.
Outcome preview
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
ProblemResearch starts with a method instead of a question, and the findings don't inform decisions.
Outcome preview
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
ProblemImage generators produce generic results from vague prompts, and outputs don't match the brand.
Outcome preview
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
ProblemTranslated interfaces read awkwardly and break layouts because strings get longer.
Outcome preview
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
Copy the skill below.
Paste it into ChatGPT, Claude, Gemini or Copilot as your first message.
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.
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 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.
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.
Free. No card, no paywall — just your email.
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.