Product and technology studio
Design, build and improve AI-powered products for real operating environments.
Windmill works with product and technology teams from early direction through production and ongoing improvement — bringing product experience, engineering, evaluation and operational control together.
We shape priority initiatives, prove product directions, take prototypes into production, improve live systems and add specialist capability to established programmes.
Selected clients
Selected work
Product and technology work in demanding operating environments
Examples of the work, the decisions behind it and the results produced.
AI sprint · Development
KYC/Onboarding re-imagined with AI agents
Agentic pipeline for KYC and onboarding - documents, checks, and explainable handoff.
AI sprint · Development
Accelerating personalized health protocols with agentic AI
Modular agents parse clinical documents, assess risk, and compose protocols in under five minutes.
AI model · AI sprint · Design · Development
Transforming loan acceptance predictions using artificial intelligence
From credit data to an explainable acceptance model wrapped in a usable decision experience.
AI sprint · Development
Chat-based offering analysis for private market investors
Investors interrogate offerings in natural language, with citations and compliance bounds.
Why Windmill
Evidence before scale, across the whole product system
We connect the experience people use, the intelligent behaviour underneath it and the controls required to operate it. Important assumptions and failure conditions are made visible before investment increases.
Windmill can work with an existing prototype, product or live system. We do not require you to restart or replace work created by another team.
See how Windmill works- Experience
- Customer and operator journeys, interaction, explanation, review, correction and adoption.
- Intelligence
- Architecture, data, models, agents, orchestration, integration and system behaviour.
- Control
- Evaluation, permissions, monitoring, human oversight, failure handling and operating evidence.
How we can work together
Start with the engagement that matches the work in front of you
There is no required sequence. Each engagement has a defined purpose, shape and next decision.
AI Strategy & Readiness
“We know AI matters. We do not know what to build.”
A prioritised direction, product and technical decisions, an evidence plan and a clear recommendation for what should happen next.
Explore the engagementProof of Value
“Prove it works - real users, real data, a real number. Or: we have a prototype that works in a demo. Make it something we can actually put in front of users.”
A working product slice tested against the important user, technical and business assumptions, with evidence for the next investment decision.
Explore the engagementProduct Build & Scale
“Take it into production and keep it running.”
The product experience, engineering, integrations, evaluation and operating foundations required to release, run and continue improving the product.
Explore the engagementEvaluation & Assurance
“It is live. Is it reliable, defensible, and improving?”
An evaluation baseline, visibility of important failure modes and operating signals, improved oversight, and a prioritised plan for improving the system. The system does not need to have been built by Windmill.
Explore the engagementNext step
Discuss the initiative, product or operating question in front of you
We will route the conversation to the appropriate senior product or technical lead.