Outcomes, not just outputs

Forward Deployed Engineering

From AI proof-of-concept to production – embedded in your business.

Most AI projects stall between demo and daily use. Forward Deployed Engineering closes that gap: our engineers embed with your team to design, integrate, deploy, and continuously improve AI where your real work happens – delivering measurable outcomes, not just outputs.

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Why Forward Deployed Engineering?

AI models have become a commodity. The hard part is making them work inside your systems, processes, and constraints. That's engineering – done close to you.

Beyond the proof-of-concept

The demo is the easy part. We take AI from a promising prototype to a reliable service your teams depend on.

Embedded, not detached

Our engineers work directly with your people, systems, and data – no throwing requirements over the wall.

Integration is the real challenge

The value comes from connecting AI to your existing processes, applications, and workflows – not from the model itself.

Engineering discipline

Tested, monitored, and maintainable from day one – because production AI needs the same rigor as any critical software.

What we deliver

End-to-end AI implementation – from the first use case to a system running in production.

AI use-case discovery

We identify where AI creates measurable value and turn it into a concrete, scoped roadmap.

Solution design & architecture

We design the architecture that fits your systems, data, and compliance requirements.

Integration & engineering

We connect models to your applications, APIs, and data through robust, production-grade engineering.

Deployment & operations

We ship to production and keep it running – with monitoring, cost control, and clear ownership.

Optimization & evaluation

We measure quality, tune prompts and pipelines, and improve results against real cases.

Enablement & handover

We upskill your team so you can own and evolve the solution long-term.

How we work

A tight loop that gets AI into production fast – and keeps improving it.

  1. 01

    Embed

    We join your team, learn your domain, and pinpoint the highest-value use case.

  2. 02

    Integrate

    We build the solution and connect it to your systems, data, and workflows.

  3. 03

    Deploy

    We ship to production with guardrails, monitoring, and human oversight.

  4. 04

    Optimize

    We measure, refine, and scale to the next use case.

Use cases across industries

Forward Deployed Engineering adapts to your domain – here's where it delivers.

Manufacturing

Assistants for maintenance, quality, and shop-floor knowledge that turn documents and sensor data into answers.

Finance & insurance

Automated document processing, risk checks, and case handling with full traceability.

Healthcare & life sciences

Structured extraction from reports and research, with privacy and compliance built in.

Retail & e-commerce

Product enrichment, support automation, and personalized customer experiences at scale.

Logistics & supply chain

Intelligent planning, exception handling, and document workflows across the chain.

Public sector

Citizen-facing assistants and internal knowledge tools – EU-hosted and GDPR-compliant.

AI you can trust – under your control

We build on EU-hosted models on request, and your data and know-how stay yours – never used to train third-party models. Compliance and data protection are part of the design, not an afterthought.

More on EU data sovereignty

Frequently asked questions

It's a delivery model where our engineers work embedded with your team to take AI from idea to production – combining software engineering, AI expertise, and close collaboration.
We don't just advise and leave. We build alongside you, ship to production, and stay until the solution runs reliably and your team can own it.
No. We start from a concrete, high-value use case and expand from there. A working solution beats a strategy on paper.
Whatever fits – commercial or open, cloud or EU-hosted. We choose based on your requirements for quality, cost, and data protection.
Typically a first production-ready use case within weeks, not months – thanks to the embedded, iterative approach.

Ready to bring AI into production?

Let's find the first use case where Forward Deployed Engineering delivers real value for your business.

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