Forward Deployed Engineers: The New Key Role in the AI Revolution

The Rise of the Forward Deployed Engineer

The term Forward Deployed Engineer (FDE) is appearing more frequently at companies leading the AI revolution from OpenAI to Palantir. These are technical specialists who don't work in a secluded lab but sit directly at the table with clients. They combine deep knowledge of AI models with keen business insight, building solutions that deliver immediate value.

Instead of spending months discussing what should be built, a Forward Deployed Engineer develops a working prototype within days. They test, learn, and improve continuously. OpenAI describes their role aptly: “Embed deeply with users to solve high-leverage problems.”

This embedded way of working ensures that organizations don't get stuck in proof-of-concepts, but develop concrete applications that make a difference.

Why this role is emerging now

AI is fundamentally changing how companies deploy technology. Where classic IT projects took years, the AI era demands speed, experimentation, and iteration. Yet, many organizations do not yet have the knowledge or structure to make that shift.

The Forward Deployed Engineer fills that gap. They are builders with strategic insight: they understand how Large Language Models (LLMs) work, how to fine-tune them for company-specific contexts, and how to combine them with corporate data and processes.

In the US, companies like OpenAI and Anthropic are already fully engaged in this way of working. They embed their engineers with clients to deploy AI directly where the impact is greatest. Europe is still slightly behind but that represents an opportunity.

The bridge between business and technology

A Forward Deployed Engineer is the connecting link between business and technology. They listen like a consultant, think like a data scientist, and build like a software engineer. They understand not just the technology, but especially the context: what the client wants to achieve, which data are relevant, and how to translate that into a working system.

They use low-code where possible, high-code where necessary. Sometimes they build a prototype with tools like Make, Retool, or Zapier; sometimes they develop custom code with Python, TypeScript, or LangChain. They know how context engineering works, how to orchestrate multi-agent systems, and how to add guardrails to ensure safety.

The result: solutions that are faster, smarter, and more reliable – and that truly align with the business.

What organizations gain

For organizations, working with Forward Deployed Engineers means a massive acceleration. Projects become tangible, teams learn to iterate, and decisions become data-driven. Instead of endless IT roadmaps, space is created for experiments that deliver results within weeks.

FDEs ensure knowledge transfer, continuous innovation, and direct value creation. They form the missing link between technical possibilities and business results.

From efficiency to ambition

In Europe, the focus for many organizations is still primarily on using AI for process optimization: working smarter, reducing costs, increasing productivity. This is valuable and necessary but it's only step one. We believe the real power of AI lies in expanding the ambition of companies. With the right professionals and tools, you can give a tremendous boost to your digital strategy. Today, it is easier than ever to develop new digital products and services that are relevant to customers, employees, and stakeholders.

And that is urgently needed. We operate in a world where China has a workforce of 773 million people, many of whom work in the tech sector according to the “699 philosophy”: six days a week, from nine in the morning until nine at night. In the United States, companies have virtually unlimited innovation budgets some investing hundreds of billions per year in R&D. If we want to remain competitive in Europe, we must not only become more efficient but, above all, innovate. And thanks to the new generation of AI technology, that is now possible.

What we have been doing at The Automation Group for years

At The Automation Group, we have been working according to this philosophy for years. Our technically trained colleagues are not remote; they are literally at the table with clients like InShared, ANWB, and Wolters Kluwer. We apply knowledge of context engineering, multi-agent orchestration, voice technology, and generative code tools like Cursor and KiloCode directly to practice.

We build prototypes, test with stakeholders, and improve continuously. No endless planning, but doing. Exactly what the Forward Deployed Engineer embodies.

The core skills of a Forward Deployed Engineer

A Forward Deployed Engineer combines technical depth with business insight and interpersonal skills. Their key skills include:

• Listening and translating: Understands what the client truly needs.
• Technical versatility: Uses low-code where possible, high-code where necessary.
• Deep knowledge of LLMs: From fine-tuning to context engineering.
• Agentic AI: Designs multi-agent systems with guardrails and evaluation boards.
• Rapid prototyping: Builds and tests with tools like Cloud Code and Cursor.
• Analytical power: combines data analysis with strategic insight.
• Business sense: Links technology to value creation.
• Collaboration: Moves smoothly between management and tech.
• Ethics and safety: Designs reliable, transparent systems.

In short:

A Forward Deployed Engineer is a builder with vision – someone who listens, thinks, and creates.

The opportunity for Europe

In America, demand for FDEs is growing rapidly, but in Europe, we are just at the beginning. This offers opportunities for organizations that dare to invest in these types of roles. By embedding technical thinkers directly with clients, innovation occurs alongside speed, agility, and competitive advantage.

At The Automation Group, we believe the future belongs to companies that embrace this way of working. No endless meetings, but building, testing, and learning. Forward Deployed Engineering is more than a job title – it is a mindset.

Or as we say: build, build, build.

// About the author

Remy Gieling

Mede-oprichter, AI-expert & bestseller-auteur

Tech-expert (1988) gespecialiseerd in kunstmatige intelligentie en mede-oprichter van ai.nl, The Automation Group, Proxies en eBrain.ai. Oud-hoofdredacteur van diverse zakenmerken en daardoor een geoefend verteller op het podium en in de media. Verzorgt jaarlijks 150+ AI-keynotes in binnen- en buitenland en is gastdocent aan Nyenrode. Co-auteur van zeven boeken, waaronder 'Handboek AI Strategie' en 'AI Agents', en bekend als presentator op radio en RTL Z. Reist langs de labs van OpenAI, Nvidia en Tencent en vertaalt de nieuwste doorbraken naar inzichten die leiders direct kunnen toepassen.

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