What is a Forward Deployed Engineer (FDE)?
A Forward Deployed Engineer (FDE) is a software engineer who works directly with a company's customers, working out what their real problem is and then building and deploying the system, these days often an AI system, that solves it inside their business. Unlike a solutions architect or a consultant, an FDE writes the production code and owns the outcome when it runs on the customer's real data.
What the job involves day to day, how it differs from neighbouring roles, who is hiring right now and how to get there: one page, built on the FDE Times hiring data and our guides.
Hiring data updated: 10 Oct 2026
What an FDE does day to day
The title says "forward deployed" because the engineer works where the customer is, not behind the product team. In practice the week looks like this:
- The day runs on the customer's schedule. Customers report problems asynchronously, so strong FDEs triage whatever arrived overnight and then settle the day's priorities at the customer's standup, not only their own company's. How an FDE's day runs.
- Finding the real problem. The request a client brings is a hypothesis: "automate PR review" can turn out to mean two overloaded reviewers. Discovery comes before code. How FDEs clarify requirements.
- Wiring into messy systems. Enterprise AI pilots often stall because data sits in many separate systems. Inventorying, mapping and reconciling the customer's data is the core of the job, not a chore before it. Customer data onboarding.
- Owning production. There is no handoff to an implementation team: if the customer's pipeline breaks at 2am, the FDE is the one who fixes it. FDE vs software engineer.
- Being on site. The usual range is 25–50% of time at the customer: about 25% at Palantir, up to 50% at OpenAI and Istari Digital. Why most FDE roles cannot be done from home.
- Feeding the product. A patch written at one customer can die with the project or become a feature for everyone; which one happens depends on how the FDE records it and hands it back. From one customer's patch to a shared feature.
FDE vs software engineer, solutions architect and consultant
The four roles overlap, and many job posts blur them. The cleanest test is who writes the final code and who answers when production breaks.
| Forward Deployed Engineer | Software engineer (product team) | Solutions architect / engineer | Consultant | |
|---|---|---|---|---|
| Works for | One customer at a time | Every user of the product | Prospects, before and around the sale | The client that hired them |
| Owns | That customer's outcome | A feature, service or component | The architecture and the proof of concept | The recommendations |
| Writes the final code | Yes, in the customer's environment | Yes, in the shared product | Rarely: often stops at a proof of concept | No: the client's team does |
| Done when | The system runs for real on real data | Tests pass and the change is merged | The design is approved | The recommendations are handed over |
| When production breaks | Fixes it directly | Usually hears through a triaged ticket | Indirectly involved | Not responsible |
Sources: our guides FDE vs software engineer, FDE vs solutions architect, FDE vs consultant and why AI labs hire FDEs. Many FDE roles at AI labs are, in practice, closer to consulting; the right question is whether a given role is consulting, not whether FDE is.
Who hires FDEs right now
FDE Times counts 432 open Forward Deployed Engineer roles at 42 companies, read from their official careers pages. 88 were posted in the last 30 days. The biggest employers right now are Databricks, Palantir and OpenAI.
Companies with the most open FDE roles
Where the roles are
Seniority
41% of open roles are senior, staff or lead, and 9% are early career, read from job titles. “Remote” in the region chart counts only roles that name no place at all; across all roles, 24% are open to remote work.
Full FDE Hiring Tracker: every company, city and month →Browse all 432 FDE jobs →
Skills and the 8-stage roadmap
If you cannot code, you will not get in: Python and full-stack work are the most common requirements in FDE job posts. Technical skill is only the floor, though. Communication, stakeholder management and comfort with ambiguity decide how candidates are ranked (what FDE recruiters look for). The FDE Times roadmap breaks the craft into eight stages:
- 01FoundationsUnderstand the role and how an FDE creates value.
- 02Broad engineeringHandle everything from data and APIs to infrastructure yourself.
- 03Applied AIUse LLMs and agents to solve real problems.
- 04CustomersFind the real problem and communicate clearly.
- 05DeploymentPut the solution into production with real data.
- 06MeasurementProve value with the numbers customers care about.
- 07LeadershipRun the project and feed lessons back to the product team.
- 08CareerBuild a portfolio and get through FDE interviews.
How much FDEs earn
Across 179 US FDE job posts from 20 companies that state a pay range, the median base salary (midpoint of the range) is $216k, and the middle half of roles sits between $168k and $216k. These are base salaries as employers publish them, without equity or bonus; outside the US, posts rarely state pay.
Headline figures such as $550,000 are something else: in our breakdown of FDE pay, that number is the top of Aced's estimate of annual total compensation at OpenAI and Anthropic, mostly equity, not a salary. Three job postings, one ladder follows pay from one year of experience to eight.
Start here
Understand the role
- GuidesWhy AI labs are hunting for Forward Deployed Engineers
- GuidesAn FDE's day runs on the customer's standup, not just your company's
- GuidesFDE vs software engineer: both write code, but the FDE owns one customer's outcome
- GuidesFDE or Solutions Architect: the dividing line is who commits to production
- AnalysisWhat separates an FDE from a consultant is not speed but where the lessons go
- GuidesDelta and Echo: why Palantir splits deployment into two roles, and how one FDE can play both
- AnalysisDelta, Echo or Applied AI: six companies, six names for the FDE role
- AnalysisWhy OpenAI and Anthropic are both building FDE teams
Get hired
- GuidesWhat FDE recruiters look for: code gets you in, customer communication sets the ranking
- AnalysisFrom software engineer to FDE: production code only gets you through the door
- GuidesFrom solutions engineer to FDE: rebuilding a PoC to production standard
- GuidesAlgorithm practice prepares you for only one round of the FDE interview loop
- AnalysisThe FDE CV: drop the framework list, state deployment results with a baseline
- GuidesBuilding an FDE portfolio repo: a simple agent, evals built from real failures, a README and a 3-minute video
- AnalysisNew-grad FDE roles are real, but the door is narrow and opens by season
- AnalysisFor Vietnamese engineers, the way into FDE work runs through labs that want you in the office, not through “Remote” listings
Pay, travel and the career
- AnalysisThe $550,000 FDE figure is annual total compensation at two leading AI labs, not a monthly salary
- AnalysisThree job postings, one ladder: FDE pay from one year of experience to eight
- AnalysisFDE pay in Vietnam: one recruiter says client-facing English creates the biggest gap
- Analysis25% to 50% of the time at the customer: why most FDE roles cannot be done from home
- AnalysisUp to 50% travel and endless firefighting: how do FDEs keep their engineering skills?
- AnalysisAfter a few years as an FDE, choose your exit by the gap you are willing to fill
How to become an FDE, step by step →The FDE interview, round by round →FDE salary from real job posts →Every company hiring FDEs →Videos on the FDE role, by topic and level →Books and courses, read through an FDE's eyes →All guides →
Frequently asked questions
Is Forward Deployed Engineer a good career?
Demand is strong right now: FDE Times counts 432 open FDE roles at 42 companies, 88 of them posted in the last 30 days. In US posts that state pay, the median base salary is $216k (salary data). The costs are travel, often 25–50% of time at customers, and owning a customer's production system when it breaks. Later moves include principal FDE, product manager, engineering manager and founder (career paths after FDE).
Do Forward Deployed Engineers code?
Yes. Coding is the entry bar, with Python and full-stack work the most common requirements (what recruiters look for). Writing production code is also what separates an FDE from a solutions architect, who delivers architecture documents and often stops at a proof of concept (FDE vs solutions architect).
How is an FDE different from a solutions engineer?
Solutions engineers and solutions architects mostly work before the sale as technical advisers and often stop at a demo or proof of concept. An FDE comes in after the sale, works deep in rollout and operations, and owns the production code at the customer. Moving from solutions engineer to FDE means moving from demo code to production code and taking responsibility for how the deployment turns out (from solutions engineer to FDE).
What companies hire Forward Deployed Engineers?
Right now the most open FDE roles are at Databricks (125), Palantir (109), OpenAI (30), Scale AI (16), Cohere (13), Cursor (11), ElevenLabs (11), Cresta (10), out of 42 companies in the FDE Hiring Tracker, which is updated from official careers pages.
How do I become a Forward Deployed Engineer?
Show that you have shipped working systems in messy, real environments: FDE job posts ask what you have shipped, not for AI certificates (what FDE job posts ask for). Recruiters screen on coding and rank on customer communication; the FDE Times roadmap covers the eight stages from foundations to career. New-grad FDE roles exist but the door is narrow; for most engineers in Vietnam, building 12–18 months of deployment experience before switching is the more realistic path (new-grad FDE roles).
Is Forward Deployed Engineer a remote job?
Mostly not. Only 24% of the 432 open roles FDE Times tracks are open to remote work. The job is built around working alongside customers, typically 25–50% of time on site, and some air-gapped systems cannot be reached remotely (why FDEs travel). Even a listing labelled "Remote" can require on-site work and travel (reading the "Remote" label).
How much does a Forward Deployed Engineer make?
In 179 US FDE job posts that state a range, the median base salary is $216k, and the typical posted range is $182k–$250k. That is base pay only; equity and bonus are not included (FDE salary data).
What does FDE stand for, and where did the role come from?
FDE stands for Forward Deployed Engineer. The model is most closely associated with Palantir, which splits deployment between two roles: Echo, an analyst who knows the business domain, and Delta, an engineer who builds prototypes fast (Delta and Echo). Companies now use several names for similar work (six companies, six titles).
Suggested citation: FDE Times, “What is a Forward Deployed Engineer (FDE)?”, https://fdetimes.net/en/forward-deployed-engineer/, 10 Oct 2026.