A great prototype that will not scale
It works for the founder on a laptop. It falls over with fifty users, real data and a bill from the model provider.
AI product & MVP development
From an AI feature inside your existing product to a new SaaS built around a model. We handle the whole stack: the AI layer with evaluation and guardrails, and the web app, data and billing. We also build the infrastructure that turns it into a product people pay for.
At a glance
Sound familiar?
It works for the founder on a laptop. It falls over with fifty users, real data and a bill from the model provider.
Built quickly with AI coding tools, now fragile, untested and expensive to change.
Every prompt change is a gamble because there is nothing measuring quality.
What you get
Model routing, structured outputs, retrieval, caching and cost controls.
Automated tests for AI behaviour, so quality is tracked on every release.
Authentication, roles, billing, admin, analytics and the interface your users see.
Monitoring, logging, usage limits and alerts, so you know about problems before customers do.
How it runs
Every engagement follows the same clear line: understand, build, prove, hand over.
We define the core job, the riskiest assumption and the smallest product that tests it.
A working AI loop on real data in the first two weeks.
Full product around the AI, with evaluation and monitoring.
Live with real users, then improve from data, not opinions.
FAQ

A product we build and operate: a hosted console for Azure Virtual Desktop. Help desk and business teams manage sessions on the host pools they own, with scoped roles and a full audit trail.
Yes. We review the code and architecture, stabilise what matters, add tests and monitoring, then carry on building.
Whichever fits the job and the budget: OpenAI, Anthropic, Google and open-source models, often more than one with routing between them.
Related
Assistants that answer from your own documents and agents that complete multi-step tasks, with guardrails and human checkpoints.
Web apps, mobile apps and internal tools designed around your process, with fixed phases, full ownership and ongoing support after launch.
A senior AI and full-stack team that starts in days, builds to a fixed scope, and hands over cleanly to your future hire.
Free 30-minute call
Thirty minutes with the engineer who would build it. No salesperson. No slides. You get a straight answer on whether AI is the right fix.