Experience & engineer
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.

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.
Clarify users, jobs-to-be-done, and success metrics before committing to a build path.
Design experiences where models accelerate work while humans retain control of sensitive actions.
Ship front ends, APIs, and integrations with CI, automated tests, and environment promotion.
Connect agents to approved tools and data sources with clear audit trails.
Performance budgets, error budgets, and observability so AI features degrade safely.
Pair with your engineers so patterns and components stay maintainable after launch.
Fixed-scope product increments from £6,000. Larger programmes priced by squad size and duration.
Align on users, risks, and the thinnest valuable release.
Prototype critical flows and confirm model or agent touchpoints.
Deliver in short cycles with continuous integration and review.
Load, security, and failure-mode testing before wider release.
Hand over dashboards, runbooks, and a backlog for iteration.
Tell us the product outcome you need — we will propose a scoped increment with clear acceptance criteria.
Contact us