Product and UX design
Synthesize usability research with evidence, write UX copy to your house rules, go from Figma to code through the Figma MCP server without losing your tokens, audit accessibility against WCAG 2.2, and generate images you are allowed to use.
For Product designers, UX designers, UX researchers, content designers and design system teams
From research to shipped UI, with your design system intact
- Usability findings ranked by severity, each with participant quotes, within a day of the last session
- UX copy for a whole flow drafted to your house rules, with every string length checked
- Figma frames turned into code that uses your tokens and components, not raw values
- Accessibility audits that pair automated checks with a manual list for what tools miss
- Generated images with a recorded source, licence and Content Credentials
On this page
- Where AI helps in this job
- Start in 15 minutes
- The tools people in this role use
- Members only: Workflow: usability research synthesis
- Members only: Workflow: from Figma to code with your design system
- Members only: Workflow: an accessibility audit that admits its limits
- Members only: Workflow: images you are allowed to use
- Members only: A skill for designers
- Members only: Guardrails and hooks
- Members only: Routines that run without you
- Members only: Prompt ladder for designers
- Members only: Measure it
- Members only: Risks and what not to automate
A designer's week mixes research, flows, copy, handoff and review. AI now sits inside most of it: Figma has an agent and an MCP server, coding agents read your frames, and image models produce assets in seconds. Taste, judgement and accountability for what ships stay with you.
Where AI helps in this job#
| Task | What AI does well | What you still own |
|---|---|---|
| Research synthesis | Turns usability notes and transcripts into issues with frequency and quotes | Severity, and what to fix first |
| UX copy | Drafts and tightens labels, errors and empty states to your rules | Voice, meaning and legal wording |
| Design to code | Builds components from Figma frames through the Figma MCP server | Fidelity, interaction details and review |
| Design system docs | Drafts usage guidance, props tables and do and don't lists from the component and its code | The rules themselves |
| Accessibility audits | Runs automated checks and drafts fixes with code | The manual checks tools miss, and sign-off |
| Critique | Reviews a flow against heuristics and your principles | Taste, and which feedback to act on |
| Image generation | Produces concepts, placeholders and variations in minutes | Rights, brand fit and disclosure |
| Handoff specs | Writes states, edge cases and interaction notes from frames | Completeness, and the conversation with engineering |
AI is weak where design needs taste and context: whether a flow feels right, whether a visual fits the brand, whether a pattern matches what your users already know. It reports accessibility confidently and incompletely. Deque's own study found automated testing catches about 57% of issues, so the rest needs a person with a keyboard and a screen reader. Generated images also raise rights questions. The US Copyright Office concluded in January 2025 that prompts alone do not make you the author of the output.
Start in 15 minutes#
These work in Claude, ChatGPT or Gemini. Attach screenshots or paste notes.
Prompt
Usability findings from session notes
Here are my notes from [NUMBER] usability sessions on [FLOW]. Each session starts with a participant ID such as P01, and lists the tasks they attempted. [PASTE NOTES] List the usability issues in a table with the columns: issue, task, participants who hit it (IDs), severity, evidence (a short quote or observed behavior with participant ID), and a suggested fix. Severity: critical = could not complete the task, serious = completed with major difficulty or an error, minor = hesitation or a comment. Count only what the notes show. Put issues seen in one participant in a separate list.
Check two counts against the notes and confirm each quote is real. The severity column is a starting point for your judgement, not a replacement.
Prompt
Rewrite an error message
Rewrite this error message so it says what happened, why if we know it, and what the person should do next, in under 120 characters, in plain words, without blaming the user: [PASTE MESSAGE AND WHERE IT APPEARS].
Read it aloud. If someone who has never seen the product would not know what to do next, it is not finished.
Prompt
Critique a screen against heuristics
Critique the attached screen. Context: [WHO USES IT, AND THE TASK THEY ARE DOING ON THIS SCREEN]. List the five issues that most affect the task, in order of impact. For each: the heuristic it breaks, what on the screen shows it, and one concrete suggestion. Then list two things that work well and should stay. Skip comments on visual taste unless they get in the way of the task.
Every issue should point at something visible on the screen. Drop any that do not.
Warning
Unreleased designs are confidential, and research recordings contain faces, voices and sometimes customer data, which makes them personal data. Use the workspace your company approved, check that participant consent covers the tool you use, and do not upload either to a personal account.
The tools people in this role use#
- Figma. The Figma agent (generally available since 6 October 2026, uses AI credits, and only Full seats can have it edit a file) absorbed the old First Draft feature. Figma AI tools rewrite, translate and shorten text, replace content, rename layers and add interactions. Figma Make turns a prompt into a working app, can use your design system through library styling or Make kits, and pushes code one way to GitHub. Check designs (Organization and Enterprise) flags color contrast without using an LLM. AI credits are per user per month: 3,000 to 4,250 on Full seats, 500 on other seats.
- The Figma MCP server. Lets coding agents read your frames, variables and Code Connect mappings, and now write back to the canvas. The workflow below covers setup and limits.
- Your general assistant. Claude, ChatGPT or Gemini for synthesis, copy and critique. Claude's Figma connector is Anthropic verified. ChatGPT's Figma app makes FigJam diagrams and Slides only and is not available in the EU.
- Other design-to-code paths. Anima, Builder.io Visual Copilot and Locofy convert Figma designs to code. v0 imports Figma designs on paid plans, and Lovable has a Figma plugin.
- Design system tooling with MCP. Storybook's MCP addon (in preview) gives agents your component docs and stories. zeroheight and Supernova also run MCP servers. The Design Tokens Community Group format reached its first stable version, 2025.10.
- Accessibility tools. axe-core and Deque's axe DevTools, which now include an MCP server, Lighthouse, Playwright with
@axe-core/playwright, and Stark in Figma. - Image generation. Adobe Firefly trains on licensed and public-domain content and offers IP indemnification to enterprise customers. Google's Gemini image models (branded Nano Banana) watermark every image with SynthID. OpenAI's image models attach C2PA Content Credentials.
- Claude Cowork with Anthropic's design plugin. Open-source skills for critique, UX copy, accessibility review, design systems, handoff and research synthesis.
Workflow: usability research synthesis
Members only below this line
Get the full Product and UX design playbook free
What you get on this page:
- 4 step-by-step workflows
- 14 prompts
- 1 skill
- 1 hook
- 2 routines
Also in the members part
- Workflow: from Figma to code with your design system
- Workflow: an accessibility audit that admits its limits
- Workflow: images you are allowed to use
- A skill for designers
- Guardrails and hooks
- Routines that run without you
- Prompt ladder for designers
- Measure it
- Risks and what not to automate
Sources
Checked against these on 13 Oct 2026.
- Figma developer docs: Figma MCP server (opens in a new tab)developers.figma.com
- Figma Help: Guide to the Figma MCP server (opens in a new tab)help.figma.com
- Figma developer docs: Remote server installation (opens in a new tab)developers.figma.com
- Figma developer docs: Rate limits and access (opens in a new tab)developers.figma.com
- Figma developer docs: Tools and prompts (opens in a new tab)developers.figma.com
- Figma developer docs: Write to canvas (opens in a new tab)developers.figma.com
- Figma developer docs: Code to canvas (opens in a new tab)developers.figma.com
- Figma Help: Code Connect (opens in a new tab)help.figma.com
- Figma Help: Figma Make FAQs (opens in a new tab)help.figma.com
- Figma Help: Get started with Make kits (opens in a new tab)help.figma.com
- Figma Help: Check designs in Figma (opens in a new tab)help.figma.com
- Figma Help: Manage AI credits (opens in a new tab)help.figma.com
- Claude connectors directory: Figma (opens in a new tab)claude.com
- Storybook docs: MCP overview (opens in a new tab)storybook.js.org
- Design Tokens Community Group: specification 2025.10 (opens in a new tab)designtokens.org
- W3C: Web Content Accessibility Guidelines (WCAG) 2.2 (opens in a new tab)w3.org
- AccessibleEU: The European Accessibility Act comes into effect in June 2025 (opens in a new tab)accessible-eu-centre.ec.europa.eu
- Deque: Automated accessibility coverage report (opens in a new tab)deque.com
- axe-core on GitHub (opens in a new tab)github.com
- Playwright docs: Accessibility testing (opens in a new tab)playwright.dev
- Adobe: Firefly approach to generative AI (opens in a new tab)adobe.com
- Google AI for Developers: Image generation (SynthID) (opens in a new tab)ai.google.dev
- Google Cloud: Generative AI indemnified services (opens in a new tab)cloud.google.com
- OpenAI API docs: Content provenance (opens in a new tab)developers.openai.com
- US Copyright Office: Copyright and AI, Part 2: Copyrightability (January 2025) (opens in a new tab)copyright.gov
- C2PA specifications (opens in a new tab)spec.c2pa.org
- Material Design 3: Content design (opens in a new tab)m3.material.io
- GOV.UK: A to Z style guide (opens in a new tab)guidance.publishing.service.gov.uk
- Anthropic knowledge-work-plugins: design plugin (opens in a new tab)github.com
- Claude Code docs: Hooks reference (opens in a new tab)code.claude.com
- Claude Code docs: Routines (opens in a new tab)code.claude.com
- Claude Help Center: Schedule recurring tasks in Claude Cowork (opens in a new tab)support.claude.com
- Claude Help Center: Use skills in Claude (opens in a new tab)support.claude.com
- Claude Help Center: Use connectors (tool permissions) (opens in a new tab)support.claude.com