Applied Methods
~The MetaEngineeringForward Deployed Engineer

Forward Deployed Engineer

Forward Deployed Engineers embed directly with enterprise customers to architect, build, and deploy production AI systems—from RAG pipelines and multi-agent workflows to fine-tuned models and generative applications. They translate ambiguous business problems into well-scoped technical solutions, own end-to-end delivery across the full product lifecycle, and serve as trusted technical advisors who shape both customer success and internal product direction. These roles sit at the intersection of customer needs and engineering excellence, typically within specialized services or customer-facing AI teams that work cross-functionally with product and research to turn field learnings into scalable patterns and platform improvements.

$ titles --canonical
Forward Deployed Software EngineerForward Deployed EngineerDeployed AI EngineerForward Deployed AI Engineer
Open Jobs243
Companies Hiring50
$ expectations --role forward-deployed-engineer

Measured across 243 of 243 open postings.

65%
expect AI in the role's own work
24% state it as a requirement
98%
work directly with customers
5%
manage people
Mid
most common level
52% of open postings
BY LEVEL

This role is advertised at 5 levels, so a single figure for the role would describe none of them. Experience and pay are the midpoints for each level on its own.

LevelShareMedian yearsMedian pay
Intern7%(17)——
Entry9%(22)——
Mid52%(127)5$239k
Senior26%(62)6$243k
Staff / Principal5%(13)8—

A dash means too few postings stated it to report a midpoint. Most companies do not publish a salary band, so pay is indicative rather than a market rate. 1 level with fewer than 10 open postings is not shown.

WHAT THEY ASK FOR, VERBATIM

“2+ years of hands-on experience building and shipping production agent systems”

LangChain · Deployed Engineer, Professional Services

“Design and build Cursor-powered workflows (e.g., large-scale refactors, migrations, PR review loops, incident → fix pipelines, spec → implementation systems)”

Cursor · Forward Deployed Engineer - EMEA

“Worked on agentic AI systems or built with LLMs before”

Lovable · Forward Deployed Engineer
$ barriers
22%
advertised as remote
of postings that state a work mode
14%
state a degree requirement
8%
need a security clearance
87%
still advertised a month later
about typical for the board

Requirements are a share of every open posting, so a role missing from this list is one where almost nobody asks. Work mode is different: many postings never say, so that figure counts only the ones that do. A posting stops being advertised when it is filled, cancelled or reorganised, so read the last figure as how long these stay on the market, not as time to hire.

$ flow --cohort forward-deployed-engineer

Share of new postings expecting AI in the person's own work, by the week they appeared. Measured on the same 124 companies throughout, every one of them tracked since 18 May, so the line is not moved by us adding companies.

0%50%100%1 Jun: 57.1% of 7 postings8 Jun: 85.7% of 7 postings15 Jun: 44.4% of 9 postings22 Jun: 77.8% of 9 postings6 Jul: 71.4% of 14 postings13 Jul: 100% of 5 postings20 Jul: 64.3% of 14 postings27 Jul: 75% of 12 postings3 Aug: 75% of 12 postings10 Aug: 35.3% of 17 postings17 Aug: 35.3% of 17 postings24 Aug: 60% of 10 postings31 Aug: 94.7% of 19 postings7 Sept: 33.3% of 6 postings14 Sept: 58.3% of 12 postings62%1 Jun14 Sept

Line is a four-week average; dots are individual weeks, 11 postings each on average. Weekly values span 67 points across this window, so read the line, not the gap between two dots.

$02

Skills

What companies are looking for in this role.

$ skills --core

Full-stack product engineering

43%

Technical solution advisory

31%

Data pipeline engineering

26%

Backend and API engineering

24%

Cloud infrastructure operations

22%

ML systems development

14%

Technical issue diagnosis

12%

Technical program management

11%

CI/CD and release automation

9%

Systems integration and APIs

8%
$ skills --emerging

Enterprise AI solution architecture

28%

LLM application development

24%

Agent system architecture and development

12%

Agent workflow design

12%

AI evaluation design

11%
$ skills --soft

Customer-facing technical delivery

96%

Cross-functional collaboration

40%

Technical communication

31%
$03

Technology

The tools and technologies that define this role.

$ tech --language
Pythonhigh
TypeScriptmoderate
JavaScriptlow
Scalalow
$ tech --framework
Apache Sparklow
LangChainlow
Reactlow
$ tech --platform
AWSmoderate
Azuremoderate
Google Cloud Platformmoderate
Dockerlow
Kuberneteslow
Palantir Foundrylow
$ tech --concept
AI agentslow
CI/CDlow
Large language modelslow
LLM APIslow
RAGlow
Vector databaseslow
$04

Open Jobs

243 open Forward Deployed Engineer jobs across 50 companies.

LangChain1d
Deployed Engineer, Professional Services
Atlanta, GA·Engineering
LangChain1d
Deployed Engineer, Professional Services (San Francisco)
San Francisco, CA·Engineering
LangChain1d
Deployed Engineer, Professional Services (NYC)
New York, NY·Engineering
LangChain1d
Deployed Engineer (Boston)
Boston, MA·Engineering
LangChain1d
Deployed Engineer (NYC)
New York, NY·Engineering
Cursor2d
Forward Deployed Engineer - EMEA
London·Engineering
Cursor4d
Forward Deployed Engineer
San Francisco·Engineering
Lovable4d
Forward Deployed Engineer
London·Engineering
OpenAI5d
Forward Deployed Engineer - Paris
Paris, France·Engineering
OpenAI5d
Forward Deployed Engineer - Munich
Munich, Germany·Engineering
Databricks2w
Sr. Manager, AI Forward Deployed Engineering
Amsterdam, Netherlands·Engineering
OpenAI2w
Forward Deployed Engineer - London
London, UK·Engineering
Glean2w
Founding Forward Deployed Engineer
Mountain View, CA·Engineering
Glean2w
Founding Forward Deployed Engineer
New York, NY·Engineering
Trunk Tools2w
Forward Deployed Engineer
New York City HQ·Engineering
OpenAI2w
Forward Deployed Engineer - UAE
Abu Dhabi, UAE·Engineering
Nebius3w
Forward Deployed Engineer, Physical AI Infrastructure
Remote - Europe·Engineering
MongoDB3w
Forward Deployed Engineer, Industry Solutions
Toronto·Engineering
MongoDB3w
Forward Deployed Architect, Industry Solutions
Gurugram·Engineering
MongoDB3w
Forward Deployed Engineer, Industry Solutions
Gurugram·Engineering