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AI Solutions / FDE Team

A senior AI engineer on your team, until the outcome ships

Forward-deployed engineering is how the AI industry ships systems that survive contact with real work. We bring the same model to mid-sized companies: a senior engineer who works inside your team and your stack, builds with your real data, and hands over a system your people can run.

Embedded
In your team and stack
Fixed-price
Outcome-scoped tours
Yours
Code, data and skills
AI

Why AI stalls after the demo

A capable model is no longer the hard part. The hard part is the last mile: your data, your systems, your people.

Pilots that never land

Most enterprise AI pilots show no measurable impact on the numbers. The gap is integration, not intelligence.

Advice without hands

Slide decks and workshops end exactly where the real work begins: inside your ERP, your inbox and your edge cases.

Hiring is not an option

Senior AI engineers are scarce, expensive, and searches run for months. Most mid-sized firms cannot staff this in-house.

How a tour works

We work in fixed-length tours: an engineer embedded in your team, aimed at one outcome with a number on it.

01

Discovery

We map the workflow, quantify the pain and agree the outcome and its acceptance criteria before anyone writes code.

02

Embed

Your engineer works inside your team and your stack, part of the week, with your real data from day one.

03

Ship & prove

Eval-first development: the test exists before the feature. We ship to production and measure against the agreed KPI.

04

Hand over

Documentation, training and a clean handover are deliverables. The engagement is designed to end, not to renew itself.

What you get

A production system, not a prototype

Working software in your environment, integrated with your tools and passing an agreed evaluation suite.

Your code, your data, your IP

Everything built during the tour belongs to you. No lock-in, no license meter.

A team that can run it

Knowledge transfer is contracted, not promised. Your people operate the system when we leave.

A costed backlog

Every embedded week surfaces adjacent opportunities. You leave with the next builds already scoped.

The point of all this

Weeks
To a production outcome
One number
Each tour has a KPI
No lock-in
Built to hand over

Frequently asked

What is a forward-deployed engineer?

A senior engineer who works embedded in your team and ships production software inside your systems until an agreed outcome is reached. The model comes from Palantir and is now how OpenAI, Anthropic and AWS deploy AI with their biggest customers. We bring it to mid-sized companies.

How is this different from a freelancer or an agency?

A freelancer fills a task and an agency delivers a scoped project. An embedded engineer owns an outcome: they work inside your team, integrate with your real systems, and are accountable for the result working in production, with knowledge transfer built into the engagement.

How long is a tour?

Typically 8 to 16 weeks, at a fixed price tied to one clearly defined outcome. Longer roadmaps are broken into consecutive tours, each with its own KPI.

Do you work on-site?

Where it helps, yes. Part of the week on-site with your team is common in the first weeks; the rest runs remotely. We deliver in English, Italian, German and French across Europe.

What happens after handover?

Your team runs the system. If you want ongoing monitoring, evaluation updates and an improvement backlog, a light care retainer covers it, and any larger follow-up becomes its own scoped tour.

Put an engineer on the problem

Tell us the workflow that should already be automated. We will scope a tour with a fixed price and a number to hit.

Email us: hello@orange-its.ch

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