Experience & engineer
Ship AI-native products with reliability designed in
From customer-facing experiences to internal tools, we engineer products that use models and agents where they add value — with tests, observability, and human approval paths that survive production.
Service overview
AI-Native Digital Engineering pairs product thinking with Workstation’s delivery practice. We build portals, APIs, and agent-assisted workflows that feel fast for users and governable for operators. Teams get working software, not prototypes that stall at the demo — including integration with your identity, data, and change processes.
What we deliver
Product discovery sprints
Clarify users, jobs-to-be-done, and success metrics before committing to a build path.
AI-assisted UX and flows
Design experiences where models accelerate work while humans retain control of sensitive actions.
Full-stack delivery
Ship front ends, APIs, and integrations with CI, automated tests, and environment promotion.
Agent and tool integration
Connect agents to approved tools and data sources with clear audit trails.
Quality and reliability
Performance budgets, error budgets, and observability so AI features degrade safely.
Team enablement
Pair with your engineers so patterns and components stay maintainable after launch.
Pricing
Fixed-scope product increments from £6,000. Larger programmes priced by squad size and duration.
Starting from
£6,000
- Discovery and UX framing
- Build of a production-ready increment
- Automated tests and CI hooks
- Observability baselines
- Documentation and handover
Our process
1
Frame
Align on users, risks, and the thinnest valuable release.
2
Design
Prototype critical flows and confirm model or agent touchpoints.
3
Build
Deliver in short cycles with continuous integration and review.
4
Harden
Load, security, and failure-mode testing before wider release.
5
Operate
Hand over dashboards, runbooks, and a backlog for iteration.
Start an engineering engagement
Tell us the product outcome you need — we will propose a scoped increment with clear acceptance criteria.
Contact us