Storybook for designers: Review real UI and help AI reuse it

• Dianne Alter

AI can build your team another button pretty quickly. The harder question is whether anyone knows that a button already exists, which versions are approved, and how it should behave when someone uses it in the next feature. That is where I keep finding value in Storybook for designers, founders, and product managers.

I’ve been building a component library for a product and using Storybook to explore the actual implementation with its different states, sizes, and usage rules. It gives me somewhere to review the decisions that made it into code, while engineers and agents can work from those same examples.

If your team is building with AI, this matters every time you ask for a new screen. The existing product decisions need to be visible, understandable, and available to whoever is doing the work. Here is how I think about Storybook and what I would pay attention to without getting buried in the engineering setup.

Table of contents

What is Storybook for designers?

Storybook is an open source tool for developing, documenting, and testing UI components outside the full application. For designers, founders, and product managers, it provides an interactive place to review implemented components, explore their supported states, and discuss the behavior the team wants to reuse across the product.

Think about reviewing a disabled button. Inside the product, you may need to find the right screen, enter particular information, and reproduce the condition that disables it. In Storybook, your team can create an example of that state and open it directly. The same idea applies to a checkbox, an accordion, or an alert dialog.

The terminology takes a minute to get used to. A story captures a particular rendered state or configuration of a component. Your button might have separate stories for its primary appearance, destructive action, or disabled state. Storybook’s explanation of stories walks through that relationship.

For me, the useful part is being able to interact with what has actually been built. I can inspect a supported variation, ask why it behaves that way, and work with engineering on a specific change.

How does Storybook fit your component library?

A component library contains the reusable pieces of your interface, such as buttons, tabs, search fields, and navigation. Storybook gives the team a way to explore and document those implemented pieces. The wider design system carries the foundations and decisions that explain how they belong together.

In the product I’m building, I can already see repeated patterns in the sidebar, tabs, containers, and search behavior. Capturing those patterns means the next feature can build on choices we have already made. Users encounter familiar behavior, and the team has fewer details to settle again.

Figma is often where designers first define those components. Engineering then implements them, and the code may develop its own variations over time. Storybook makes that implementation easier for the rest of the team to inspect.

Part of the workflowWhat it helps the team understand
Figma libraryThe design specification, including variants, tokens, and intended appearance.
Component codeThe reusable implementation that the application imports and runs.
Storybook stories and docsWorking examples of that implementation, its supported configurations, and its usage guidance.

These sources need to stay connected as the product changes. A Storybook built from an old implementation can show you outdated answers just as easily as an old Figma file can. Before creating anything new, ask engineering whether a Storybook already exists and how closely it reflects the current product.

What should a non-engineer review in Storybook?

Start with the variations and interactions your users will encounter. You can review labels, sizes, icons, disabled states, and action hierarchy without needing to understand every line of component code.

I explored IBM Carbon’s component examples to show what this can look like in a larger library: different button styles, checkbox configurations, and an accordion you can open and close. Then I went back to my own much smaller library, where a button was enough to make the same idea tangible.

Try the controls with real content

In my button playground, I could switch between primary, secondary, ghost, destructive, and link styles. I could move an icon, change the size, edit the label, and toggle the disabled setting. Changing “Create project” to another action let me inspect how the same component handled different content.

For a first review, I would check:

  • Whether the supported sizes, styles, and icon positions match the agreed design.
  • Whether labels remain readable with realistic product copy.
  • Whether interaction states communicate what the user can do.
  • Whether the guidance explains which variation belongs in the feature being built.

That last point matters for PMs and founders, too. A destructive button can look perfectly consistent while being the wrong choice for an action. The review needs to connect the component to what the person using the product is trying to accomplish.

Use accessibility findings as review input

In my setup, an accessibility report flagged a serious color contrast issue in a destructive dialog. That gave me a specific problem to investigate and fix. It made a gap visible that I could have missed while looking through the component variations.

These checks depend on the project’s testing setup. Storybook’s accessibility testing guide explains its addon and test integration. Automated checks catch some issues; the team still needs to review keyboard use, focus behavior, and whether the interaction makes sense in the actual product.

Document the decisions behind your design system

Working examples show what a component does. Usage documentation explains when to choose it, which combinations are supported, and which mistakes to avoid. Together, they give people and agents more of the context behind your design system.

My button documentation includes guidance about primary actions, destructive actions, labels, variants, and sizes. One rule in this product is to avoid placing two primary buttons directly beside each other. Writing that down makes the decision available to the next person building a feature.

Your product may need different rules. The useful exercise is to capture the decisions your designer or founder would otherwise have to explain in a review, then check that the examples follow them.

There are a few layers you may hear engineering discuss:

  • Component source files contain the implementation and supported inputs, often called props.
  • Story files describe the examples you can open and interact with in Storybook.
  • Documentation, including MDX pages where your team uses them, can hold usage rules, design references, accessibility notes, and known issues.

Storybook provides tools to organize this material. Your team or agent still needs to write and maintain the product-specific guidance. Installing it alone will not produce an accurate explanation of every component’s purpose.

If you are working through the design-to-code part, my Figma to Storybook workflow covers how I audited an existing component and resolved the usage questions before building it.

How do you make Storybook useful to AI agents?

Give the agent access to component documentation and examples, then tell it when to consult them. A useful setup connects the library, documents the supported component API, and includes repository instructions that direct UI work toward the existing components.

When I first used Storybook with agents, I was frustrated because the AI kept making things up instead of following my library. Connecting Storybook through MCP made a noticeable difference in my workflow. The agent had a way to retrieve the information I expected it to use.

MCP, the Model Context Protocol, connects agents to tools and context. Storybook’s MCP setup guide describes its component documentation and testing tools, along with the components manifest used by its docs tools. Those AI features are currently in preview, and documentation support depends on the framework and configuration, so check the guide with your engineer.

Give the agent a clear retrieval rule

In my repository, I keep the detailed Storybook instructions in a separate Markdown file and point to it from AGENTS.md. That keeps the main instructions manageable while giving UI work a clear route to the component guidance.

The rule I care about most is checking whether a property exists before using it. An agent can easily assume that a component accepts something familiar, such as a shadow option, even when your implementation has no such prop. An adapted instruction for a team with Storybook MCP connected could read:

When working on UI, consult the Storybook component documentation and examples before implementing. Verify supported props and variants through the available tools. Reuse the existing component when it fits. If a needed behavior is missing or undocumented, flag the gap before adding a new API or component.

Then test the connection with a small feature request. Can the agent find your button, explain which variant fits, and use only supported properties? That tells you more than having a Storybook tab open beside the agent. It also fits the broader problem I discuss in keeping an agentic design system connected to the codebase.

Start with one component and your engineering team

Start with a familiar component and review the whole path from implementation to reuse. I like a button because it gives design, engineering, and product enough concrete decisions to discuss without opening up the entire library.

  1. Find the current implementation and ask whether the team already has Storybook.
  2. Choose one component and agree which source reflects its intended behavior.
  3. Add focused stories for the supported states and variations you need to review.
  4. Document usage rules, supported props, common mistakes, and unresolved issues.
  5. Connect the agent to the documentation, add repository guidance, and try a small UI task.
  6. Review the working result with engineering and design before repeating the process.

When I build a small component, I also ask engineers to review the code being produced. That feedback helps me understand whether the implementation follows the project’s conventions before I use the same approach elsewhere. A working playground and an engineering review answer different questions, and both are useful.

Common questions about Storybook

Do designers need to code to use Storybook?

You can browse stories, use controls, and review implemented behavior without writing the component yourself. Setting up Storybook, changing component logic, and configuring tests still involve code. Work with engineering on those parts so the review environment reflects the real implementation.

Can AI build a custom component playground instead?

Yes. A custom playground can make sense, and I have explored that option. I recommend considering Storybook because it gives the team an established framework for examples, documentation, and testing. A custom solution means deciding how your team will build and maintain those capabilities.

Does Storybook automatically make AI use the library?

The agent needs access to the relevant components and guidance, plus instructions to consult them. In my workflow, the MCP connection and repository rules were important pieces. Verify the result by asking the agent to use an existing component in a small feature.

Make your product decisions reusable

What I like about this workflow is that a designer can stay involved as a decision becomes working software. Engineering can inspect and improve the implementation, PMs can discuss the behavior, and an agent can retrieve the same guidance when building the next feature. The library becomes more useful each time the team makes a decision explicit.

At TDP, we help teams set up component libraries and connect design, engineering, and AI workflows through focused sprints. If you are working through that with your team, talk to us about your component library.

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Dianne Alter

Dianne Alter

Dianne Alter is Co-Founder and Head of Design at The Design Project. She writes about product design, design systems, and the AI workflows she tests with product and engineering teams.

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