AI-native product engineering, end to end.
Take the whole journey, or the part you need. Either way you get operators who have shipped and run real AI-native products.
Product strategy
Define what to build, who it is for, and why now — and the sharpest path to proving it.
Before a line of code, we pressure-test the idea: the problem worth solving, the people who have it, and the wedge that gets you in. You leave with a plan you can act on — and the honest version of what it will take.
- Problem framing
- Positioning
- Roadmap
- Success metrics
AI engineering
The core craft. Intelligence built into how the product works — shaped for production, not demos.
This is what we do for ourselves every day. We design models and agents, evaluate them against real conditions, and build the data and infrastructure that make them dependable. The difference between a clever demo and something a team can trust in production lives here.
- Model & agent design
- Evaluation
- Data & pipelines
- Backend & infra
Design
Product and interface design that makes the intelligence feel simple — clear, sophisticated, used.
Intelligence is only useful if people can reach for it. We design products and interfaces that feel inevitable — where the hard engineering underneath disappears into something clear enough to just use.
- Product design
- Interface & UX
- Design systems
- Prototyping
Build & run
Ship to production and keep it healthy — with the operational instincts of a team that runs its own products.
Shipping is the start. We launch, watch how the product behaves in the real world, and improve it — and we can keep running it for as long as that helps you. The people who made the decisions are still there when those decisions meet reality.
- Launch
- Observability
- Iteration
- Ongoing operation
Three ways in.
Embedded
We join your team and build alongside you — bringing AI-native engineering muscle where you need it most.
End-to-end
We take it from zero to shipped — strategy, design, and build — and hand you a product that runs.
Advisory
Strategy and architecture when your team has the build covered but wants operators in the room.
Scoped to the work, not the hours.
We shape each engagement to the problem and agree it up front — usually a fixed scope for a defined phase, or a retained team when you need us embedded. No surprise invoices, no padding. We will give you the honest version of cost and timeline before you commit.
Tell us the hard part. That is the part we want.