Design infrastructure
A product by AMPD Labs

One system. Every agent. Every product.

Matter encodes your UX rules as machine-readable constraints — so Cursor, Copilot, and Claude Code ship consistently without manual design review.

Design infrastructure

Agents ship fast.
Inconsistency ships faster.

Enterprises rolling out Cursor, Copilot, and Claude Code across engineering teams are seeing a new failure mode: velocity without coherence. Every agent that generates UI without shared constraints multiplies design debt — silently, at machine speed.

01

Coding agents ship independently. UI diverges across teams, products, and regions faster than any review cycle can catch.

02

Design debt compounds invisibly — rework cycles, QA overhead, accessibility violations, slower operator onboarding.

03

AI agents need deterministic, machine-readable rules — not Figma files or guidelines humans interpret differently per sprint.

Design governance must become infrastructure — not a process your team runs out of bandwidth to enforce.

This is some text inside of a div block.

Same agents. Completely different outcomes.

This is some text inside of a div block.

4 agents, 4 different UI patterns

This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.

4 agents, 1 coherent system

This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.

4 agents, 4 different UI patterns

This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.

4 agents, 1 coherent system

This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
How it works

From fragmentation to infrastructure.

Step 01

Audit

Map your current UX landscape — patterns, inconsistencies, and decision gaps across all products.

Step 02

Encode

Translate rules, primitives, and interaction logic into machine-readable, versioned constraints.

Step 03

Integrate

Connect to dev and agent workflows. Repo-first, callable by CI/CD and every LLM your team uses.

Step 04

Scale

Expand across products, teams, and regions. Consistency grows with you — not against you.

Why Matter

What changes when UX becomes infrastructure.

Ship without the review tax

New UI ships with fewer UX decisions per feature. Machine-enforced constraints mean human design review becomes an exception — not a bottleneck on every PR.

Agentic by design

Coding agents generate UI that passes design checks automatically — across every product, team, and region. Constraints they compile, not guidelines they interpret.

Compliance built in

Accessibility and brand rules enforced at build time — not discovered in audit. Critical where WCAG compliance is a legal requirement, not a recommendation.

Scale without fragmentation

Teams stay autonomous. Products stay coherent. Whether you’re operating 3 products or 30 — across one country or five — the system holds.

For organizations that can’t afford UX drift.

If you run engineering across multiple digital products — serving consumers, merchants, and operators from the same brand — design coherence isn’t a preference. It’s a trust and compliance requirement.

Logistics & Industrial Operations

Multi-product portfolios serving consumers, merchants, and field operators across regions — where UI inconsistency creates real operational risk.

Financial Services & Fintech

Compliance-heavy environments where accessibility, auditability, and brand consistency are non-negotiable at every touchpoint.

Technology & SaaS

Fast-scaling engineering orgs where AI coding agents are already shipping UI — and the design system hasn’t caught up.

Legal & Professional Services

Where governance, auditability, and traceable decision-making are first-class requirements — not afterthoughts.

Your agents are already building. Is the system governing?

Start with a design infrastructure audit — we map your UX landscape, identify agent-generated drift, and scope the implementation.

Need hands-on implementation?

Our design engineers embed directly with your team — the same expertise behind enterprise deployments, available as a scoped engagement.

The product

The missing layer.

Your design system can’t live only in Figma. In the DEV era, it needs to live in the repo — callable by every agent on your team, enforced at every PR, consistent across every product you ship.

Matter is a centralized, versioned UX contract that humans and agents can build from, audit against, and extend.

Repo-first, agent-ready

Callable by Cursor, Claude Code, Copilot, and CI/CD. Constraints that live where your code lives — not a Figma file someone has to interpret.

Machine-readable rules

UX rules, primitives, and interaction logic encoded as versioned constraints agents compile — not guidelines they guess at.

Prevents silent forks

Shared constraints that keep teams autonomous without diverging. Governance without bottlenecks.

Scales across products

One system across your consumer app, merchant portal, operator tools. Every product. Every region.

This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.

// generated by Claude Code · constrained by matter

import { tokens, Badge } from '@matter/enterprise'

type Status = 'in-transit' | 'delayed' | 'delivered'

export function ShipmentCard({

id, destination, status, eta

}) {

return (

<div style={{

borderRadius: tokens.radius.md, // ← matter

padding: tokens.spacing.lg, // ← matter

background: 'var(--surface)',

}}>

fontWeight: tokens.font.weight.medium // ← matter

<Badge

variant={status} // ← matter: allowed variants only

aria-label={`Status: ${status}`}

/>

</div>

This is some text inside of a div block.

matter is not...

Not a rebrand or marketing redesign
It encodes UX behavior and constraints — brand-safe by default
Not a centralized approval bottleneck
Teams build autonomously within shared constraints — no design review required per PR
Not “just a component library”
Rules, primitives, interaction logic, and auditability — encoded and versioned
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.
This is some text inside of a div block.

Already deployed in enterprise environments across logistics, legal, and financial infrastructure — where consistency is a compliance requirement, not a preference.