What is a Forward Deployed AI Engineer?
A Forward Deployed AI Engineer (FDE) is a hands-on technical specialist who works closely with your business, your people and your existing systems to move an AI initiative from planning into practical delivery. Think of it as having your own AI implementation specialist: someone who understands the technology, learns how your business really works, and builds what will make a difference.
Why businesses need one
AI ambition is growing. Delivery is the challenge.
Pilots stall
Promising proofs of concept never make it into day-to-day work.
Data gaps
Information is scattered, inconsistent or not ready for AI to rely on.
Trust and governance
Risk, privacy and compliance questions slow adoption, rightly.
Skills and legacy systems
Teams are busy and older systems do not connect easily.
The challenge is rarely the model. It is turning ambition into safe, measurable execution. That is exactly what a forward deployed engineer is for.
How embedded delivery works
- AI readiness and tech stack assessment. People, processes, data, governance and the knowledge locked in your team's heads. We map the tools you already pay for before recommending anything new.
- Identify high-value use cases. Operational bottlenecks and quick wins, ranked by value, effort and risk.
- Embed and deliver. We work directly with your teams and integrate with live systems, building trust and momentum.
- Launch practical pilots. AI agents, workflow automation and rapid implementation, measured against your own baseline.
- Scale capability. Training, governance and long-term enablement, so your organisation can run and extend what we build.
AI agents, workflows and automation
Enquiry handling, document drafting, invoice matching, reporting, knowledge assistants and Copilot set-up shaped around real roles. We build with purpose-built automation where it fits and plain good process where AI is not the answer.
Governance and human oversight
Every design has a named person who reviews what matters. Client and personal data stay inside systems you control. We write down which AI tools may be used, for what, and what must never go into them, in line with UK GDPR and the rules of your sector.
AI workshops and workforce training
Practical skills are built into the delivery itself: hands-on workshops using your own documents, role-based Copilot and AI training, and internal champions who keep adoption going. See our AI workshops and workforce training. Our longer-term ambition is to help build a Welsh AI workforce through graduate and apprenticeship routes with universities and colleges; those programmes are in development and not yet available.
Your journey with us
- 1Free AI Audit15 questions, instant score
- 2Free AI & Tech Stack ReviewThree opportunities
- 3Discovery Day£950 + VAT, fixed
- 4AI WorkshopYour team, your tools
- 5Personal FDEEmbedded delivery
- 6Practical pilotMeasured against your baseline
- 7Workforce enablementSkills that stay
- 8Continued supportAs you scale
Example use cases by sector
Professional services and legal
Copilot shaped around each role, inbox and matter organisation, document first drafts with review.
Manufacturing
Invoice matching, traceability records and production paperwork. See our traceability approach.
Property and estate agency
Out-of-hours enquiry handling, lead triage and property matching. See our property approach.
Fire safety and compliance
Inspection reports drafted from site notes, remedial action tracking. See our fire safety approach.
Public sector
Statutory document drafting with officer review. Read what one council learned.
Motor retail
Enquiry response and sales handover. See our motor retail approach.
These are illustrative approaches and published industry research, clearly labelled. Client stories appear only with the client's approval.
Engagement options
Discovery Day
One focused day, a written report, a 90-day roadmap and one quick win. £950 + VAT, fixed.
FDE delivery sprint
A fixed-scope sprint to build and pilot your first priorities. Scoped and quoted after the Discovery Day.
Embedded FDE
Regular days with your team each month to deliver, train and scale. Scope and commitment agreed with you.
Questions we are often asked
Is a Personal FDE a full-time employee?
No. You get an experienced specialist working with your team on agreed days and outcomes, without the cost of a permanent hire. The level of involvement is agreed with you.
Do you only work in Wales?
We are based in Cardiff and work across Wales in person, and with organisations across the UK on site or online.
What systems do you work with?
Microsoft 365 and Copilot, common CRMs, finance and operations tools, and the AI platforms you already use. We start with what you own.
How do you keep AI safe?
Human review on anything that matters, data kept in systems you control, written usage rules and a proportionate governance approach aligned with UK GDPR.
How do we start?
Book the free AI & Tech Stack Review or take the free AI Readiness Audit. If an FDE engagement is right for you, we will say so, and if it is not, we will tell you that too.