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Your people are productive with AI. Your product team isn't — yet.

Individual AI productivity has become table stakes. The next leap is team-level: product, design, and engineering working in a shared AI-native workflow, end-to-end. We help you get there.

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Most teams aren't behind because of effort. They're behind because their stack wasn't built for AI

Everyone's using AI. But successful teams find ways to integrate AI with existing workflows instead of just adding a tool. That's where the real acceleration happens. And what most organizations are still figuring out.

  • Your best talent have more to give

    Your engineers are shipping faster. Your designers are iterating faster. But the handoffs between them haven't changed.

    At higher velocity, the gaps between disciplines hurt more, not less. AI amplifies whatever workflow it sits inside, including the broken parts.  

  • Siloed AI means siloed output

    When product, design, and engineering each have their own AI tools and their own habits, you get three faster workflows that still don't connect.

    Context gets lost between disciplines the same way it always did, just at greater speed and volume.

  • The productivity ceiling is structural

    Individual AI productivity is peaking in some teams.

    The next order-of-magnitude improvement comes from shared context, shared specification, and AI that works across the full product development cycle, not just inside each person's laptop.

Design systems have been the closest thing to a shared specification between design and engineering for years. In an AI-native team that role becomes load-bearing. From product intent through to shipped code, every stage needs a specification layer structured for machine consumption, or the handoffs pay for it. The work is extending the same discipline we're building in design systems across the rest of the workflow.

— Bartłomiej Rak

Head of Design

Team-level AI is a different problem — and a much bigger opportunity.

The organizations pulling ahead are not the ones where everyone uses AI. They are the ones where the whole product team works from a shared, structured context. Product, design, and engineering, aligned from the start. A context that AI can reason against at every stage of the development cycle.


That means product requirements that feed directly into design specifications. Design specifications that load as context into engineering sessions. Engineering output that traces back to the original intent. Not a collection of AI-assisted individuals, but a connected, AI native product team.


Getting there requires more than tooling. It requires a new way of working, one that spans disciplines, connects the workflow end to end, and makes handoffs between your people as structured as the work itself.


This is how you move from isolated AI use to real team performance.

How we connect the dots

Bringing the cross-functional layer your in-house team is missing.

Let's talk about what that looks like

Three ways teams engage us

List of all cases

Full initiative, start to finish

A new product experience. A design system overhaul. A platform modernization. This is where the team level AI native approach proves its value. We join your team for the initiative as catalysts and leave the methodology running.

Fix the handoff

Your disciplines are moving fast but losing quality between them. We identify where context breaks down, redesign the workflow at that joint, and get the full team operating as one.

Build the team-level capability

You're committed to AI-native product development and want to get it right across the whole team. We architect the shared specification layer, shape the cross-functional workflow, and support the first full delivery cycle end-to-end.

Trusted by leading product teams across industries

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