Moonxi
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How we work

What changes when a mistake is expensive.

The process, the engineering practices, what happens when something fails in production, and how the handover actually works.

How the rollout happens.

01.

Diagnostic

We look at your data, your systems and your team, and map where AI goes first. Two weeks.

02.

Architecture

We draw where it goes, what it talks to, and what it will never touch.

03.

Build

We build inside your own system, with your team reviewing every step.

04.

Operation

It goes live working. Your team runs it. We watch it and fix what gets it wrong.

Where a mistake is expensive, the arithmetic has to stay arithmetic.

doc 04
ERP
sheet 02

Every number carries its source

When data comes from more than one place, every line says where it came from. Without that, nobody can audit a result afterwards.

score = f(x) tested

Anything that is a calculation stays deterministic

Scores and sums stay tested. The model writes the text around the number, never the number. Both paths are compared before anything reaches production.

proposed action approval

A person approves before anything goes out

You choose what needs a human approval and what can go out on its own.

your environment outside: no identifier

Sensitive data does not leave your environment

In the hospital, the integration runs off a mirror table inside the client and the patient identifier never crosses the boundary.

What happens when something fails in production.

01.

Somebody knows first

A failure alerts us and the operator on your team — it does not wait for a customer to complain.

02.

The cause comes out the same day

Every number carries its source, so the why is findable. Why, how long it took, and what changes so it does not repeat.

03.

The fix becomes a record

What changed is written down and tested. The same error does not come back through another door.

Handover

We hand it over working and documented, not as a dependency.

Someone on your team learns to operate it, review it and correct it while it is being built — not afterwards. Whatever goes live goes live with documentation and an operating manual. If you want to carry on alone, you can. If you want us alongside you, that is what the squad is for.

It starts with a diagnostic.

Two weeks, one document, one fixed quote.

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