Forward Deployed AI Engineer Jobs

Engineers who work inside customer organisations to make an AI product deliver. Half software engineer, half technical consultant.

Open roles
19
Salary range
£47k – £176k
Hiring companies
6

Forward Deployed Engineers sit with a customer's team and build whatever is needed to get a product working in their environment: integrations, data pipelines, custom workflows and, increasingly, model-backed features. The title started at data-platform companies and is now common across AI labs and AI product companies.

The work is client-facing and often involves travel or time on site. Employers look for engineers who write production code quickly, are comfortable in front of customers, and can turn a vague business problem into a working system.

What the role does

Inside the role of a Forward Deployed AI Engineer

A week is split between building for a specific customer and the conversations needed to find out what they actually need.

  1. 01
    Run workshops with customer teams to scope a use case.
  2. 02
    Build integrations between the product and customer data sources.
  3. 03
    Prototype and harden model-backed workflows for a customer.
  4. 04
    Debug deployments in environments you do not control.
  5. 05
    Feed recurring customer needs back to the core product team.
Salary on the board

£47k – £176k

Based on advertised midpoints across the 15 UK listings priced in pounds in the last 12 months. Base salary only.

Salary visibility
26% of listings advertise a salary.
By seniority
£k base
Senior
49
193
5 jobs
Skills & tools

What hiring managers ask for

% of 54 listings posted in the last 12 months that mention each skill, extracted from job descriptions.

Python
65%
Machine Learning
33%
Software Engineering
33%
TypeScript
26%
JavaScript
26%
AI
26%
CI/CD
22%
MLOps
19%
Data Engineering
19%
Scala
19%
Apache Spark
17%
RAG
15%
Career ladder

From Junior to Principal

A typical UK progression for forward deployed ai engineers. Years are guidance — strong people move faster, and many senior folks sidestep into research, product or management.

  1. Level 1

    Forward Deployed Engineer

    0–3 yrs

    Builds and deploys solutions for one or two customers under the direction of a lead.

  2. Level 2

    Senior Forward Deployed Engineer

    3–6 yrs

    Leads technical delivery for a key account and decides how the product is applied there.

  3. Level 3

    Staff Forward Deployed Engineer

    6–9 yrs

    Owns delivery across several accounts and turns repeated customer work into product features.

  4. Level 4

    Forward Deployed Engineering Manager

    8+ yrs

    Runs a team of deployed engineers and owns customer outcomes for a region or segment.

Pathway

How to become a Forward Deployed AI Engineer

There's no single route, but most people follow some version of these steps.

  1. 1

    Build full-stack engineering skills

    Deployed engineers touch everything from data pipelines to front ends, so breadth matters.

  2. 2

    Work close to users

    Roles in consultancy, solutions engineering or internal tools build the customer-facing side.

  3. 3

    Learn to build with models

    Retrieval, tool use and evaluation are now part of most deployments.

  4. 4

    Take a customer-facing engineering role

    Join a deployed or solutions team where you own outcomes for an account.

  5. 5

    Lead accounts and teams

    Move into leading key accounts, then managing deployed engineers.

Live jobs

19 live roles

See all 19 roles →
Databricks logo

Databricks · 1001–5000 people · Late stage

Forward Deployed Engineer

  • London

Embed with strategic enterprise customers to design, architect and productionise custom fullstack data and AI applications on the Databricks platform. Work spans data engineering, ML/AI model integration, backend, frontend and stakeholder engagement, with accelerators fed back into the product roadmap. Requires up to 50% travel to client sites.

Databricks · OpenAI · Anthropic +7

2 weeks ago
Anthropic logo

Anthropic · 51–200 people · Series B

Forward Deployed Engineer

  • London
  • Hybrid
  • £225,000 – £255,000 pa
  • Senior

Embed directly with strategic enterprise customers to build production applications on Claude models, delivering artifacts like MCP servers, sub-agents and agent skills. Combines hands-on engineering with customer-facing discovery, codifying repeatable deployment patterns and feeding insights back to Product and Engineering. Founding FDE role with frequent travel (25-50%) to customer sites.

Claude · MCP

Visa sponsorship 2 months ago
Databricks logo

Databricks · 1001–5000 people · Late stage

Forward Deployed Engineer - Emerging Enterprise & DNB

  • London
  • Mid-level

Customer-facing engineering role building and productionizing data and AI solutions on the Databricks platform for emerging enterprise and digital native accounts. You own architecture and design decisions, implement end-to-end systems spanning data engineering, ML/AI and application development, and embed with client teams. Billable delivery work with roughly 20% travel.

Databricks · Apache Spark · AWS +4

Last month

OpenAI

Forward Deployed Engineer - London (Spanish-speaking)

  • London
  • Hybrid · 3 days in office
  • Senior
  • Permanent

Lead end-to-end deployments of frontier models for strategic customers, owning discovery, scoping, system design, build and production rollout. Build full-stack systems in Python or JavaScript, embed with customer teams and feed field insights back to Research and Product. Requires Spanish fluency and up to 50% travel.

LLMs · Generative Models

2 months ago

OpenAI

Forward Deployed Engineer - London

  • London
  • Hybrid · 3 days in office
  • Senior
  • Permanent

Lead complex end-to-end deployments of frontier models for strategic customers, owning discovery, scoping, system design, build and production rollout. Build full-stack systems in Python or JavaScript, embed with customer teams, and feed field insights back into product and model roadmaps. Hybrid London role with up to 50% travel.

LLMs · Generative Models

Visa sponsorship Last month

ElevenLabs

Forward Deployed Engineer - Software Engineer

  • London
  • Remote
  • Mid-level
  • Permanent

Embedded with strategic customers, you design tailored technical architectures, build full-scale integrations and take end-to-end ownership of high-impact projects. Working daily with customer engineers and executives, you use Python and API integration skills to solve complex problems. Remote-first across the UK, with a London office option and regular customer travel.

ElevenLabs

Last month

Scale AI

Senior Full-Stack Software Engineer, (Forward Deployed), GPS

  • London
  • Senior

Builds full-stack AI applications directly alongside public sector clients, scoping requirements, gathering feedback and shipping production-grade systems. Work spans React and TypeScript front ends, Python/Node backends, and cloud infrastructure on AWS, Azure or GCP, with a focus on reusable platform features and deploying into customer environments.

React · TypeScript · Next.js +7

3 weeks ago

Scale AI

Staff Full-Stack Software Engineer, (Forward Deployed), GPS

  • London
  • Senior

Forward-deployed full-stack engineer who partners directly with public sector clients to turn ambiguous mission requirements into production-grade AI applications. Leads architecture across React, Node.js, Python, Kubernetes and global cloud infrastructure, mentoring staff and shaping reusable platform patterns. Founding-member role on Scale's Global Public Sector team.

Python · Node.js · React +4

3 weeks ago
Top hirers

Companies hiring forward deployed ai engineers

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Hiring locations

Where this role is hiring

The locations with the most live listings for this role today.

FAQs

Common questions

  • No. It is an engineering role that writes production code, but it is closer to customers than most engineering jobs and often supports the sales process.

  • It varies by employer and customer. Many roles expect regular time at customer sites, and adverts usually say how much.

  • Strong general software engineering, data handling, and evidence of working directly with users or clients.

  • The salary section on this page is drawn from live adverts on the board.

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