Custom models,shipped to production.
Models that learn from your data, not generic APIs wrapped in promises. Systems that handle edge cases, adapt to your domain, and hold up under real users.
We learn the domain
before we write code.
Most failed AI projects were technically sound and aimed at the wrong problem. The first phase exists to make sure this is not one of them.
Domain-first design
We learn your data, edge cases, and context before writing code. Models that understand your domain, not just benchmarks.
Built for scale
Production-ready from day one: concurrent requests, version control, drift monitoring. Systems that run when we are not there.
Self-improving
Automatic retraining, failure detection, and alerts. Systems that stay reliable as your business evolves.
Three phases, and you
own the output of each.
No phase ends in a slide deck. Each one leaves you something you can run, read, or hand to another team.
- 01
Scope and data audit
Week one: your data, edge cases, and constraints. We tell you what is feasible before you commit a dollar to the build.
- 02
Build in phases
Weekly demos of working software on real data. Early versions are rough, but they run, so we can adjust before building the wrong thing.
- 03
Ship and monitor
Production deployment on your infrastructure, with drift monitoring, automatic retraining, and results measured in business numbers.
200K monthly medical scans moved from cloud to on-premise, without losing throughput. Infrastructure cost cut by 95%.
The rest of the work
we take on.
Most engagements start with one of these and pull in a second along the way. They share a team and a delivery rhythm.
Thirty minutes,
and three things to keep.
No deck, and no discovery phase you pay for. If the answer is that you do not need us, you get that answer on the call.
- 01
Feasibility read
An honest read on whether your idea is feasible, and where the hard parts will be.
- 02
Architecture sketch
A first sketch of the architecture and the data you actually need to make it work.
- 03
Clear next steps
A concrete next move, whether or not we end up building it together.
“Most development calls start with a model. Ours start with your data and the edge cases that break it. Feasibility first, architecture second, then a fixed-cost plan you can hold us to.”
Sebastian Mondragon, Founder of Particula Tech