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Forward Deployed Engineer

What it is and how to become one

You already build with Claude. FDEs do it for a living, inside real companies. Here is the job, the pay and the path in.

Job data from Top FDE Jobs, •982 open roles•322 companies hiring•median $203k

What is a forward deployed engineer?

A forward deployed engineer (FDE) is a software engineer who works directly with a customer to make a product work inside that customer's systems. Today that mostly means AI: taking an agent or model from a demo to production on the customer's data, tools and security rules. The title comes from Palantir, and AI companies such as OpenAI and Anthropic now hire for it at scale.

FDE Info

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FDEs (forward deployed engineers) build AI agents inside real companies. FDE Info is a free weekly email on how they work and how to become one.

Looking for an FDE role? Browse open jobs

What FDEs do all week

Find the real problem

Sit with the customer's team, learn how the work is actually done, and turn a vague "we want AI" into one workflow worth automating.

Build the agent

Prompts, tools, evals and the glue code around the model. Often with Claude Code or a similar coding agent doing a lot of the typing.

Connect it to their systems

APIs, databases, internal tools, SSO and permissions. MCP servers are now a common way to give the agent safe access.

Debug it in their environment

The customer's data is messier than the demo's. Most of the job is making the thing work on their infrastructure, not yours.

Get it through review

Security, compliance and the people who will use it every day. An FDE answers their questions and fixes what they find.

Feed it back to product

What broke at the customer becomes a feature request or a fix in the core product, so the next deployment is easier.

FDE vs software engineer vs solutions engineer

Forward deployed engineerSoftware engineerSolutions engineer
Works withOne customer at a time, on site or close to itThe product teamMany prospects, before the sale
Writes codeYes, production code in the customer's stackYes, in the company's own codebaseDemos and proofs of concept
Measured onThe deployment working and being usedFeatures shippedDeals closed
Typical toolsCoding agents, MCP, the customer's systemsThe team's stackSlides, demo environments

The skills, and where to practise them

Most of what an FDE ships today is agent work: wiring a model into real tools, making it reliable, and getting it past a customer's review. Every one of these has a page on this site.

Drive a coding agent fastFDEs ship in someone else's codebase on a deadline. Knowing every Claude Code command and shortcut pays off daily.Claude Code cheatsheet Connect agents to real toolsMost customer work is wiring an agent into existing systems. MCP is the standard way to do it.Top MCP servers Package repeatable know-howAgent skills turn a workflow you built for one customer into something you can reuse at the next.Awesome Claude skills Orchestrate multi-step workAudits, migrations and reviews across a large codebase are classic first FDE projects.Claude Code workflows Go from demo to productionFast prototyping is half the job. The other half is the checks that make it safe to hand over.Vibe coding guide Understand how agents work insideWhen an agent misbehaves at a customer, knowing the loop underneath is how you debug it.Learn Claude Code

What forward deployed engineers earn

$203k
Median posted base pay (US)
$285k
Top 10% of postings start at
15%
Of open roles are fully remote

Midpoint of the posted range across 579 US-dollar listings on Top FDE Jobs, October 27, 2026. Base pay only; equity is not included. See FDE salaries by company and level

Who is hiring FDEs

Which customers do these roles serve? Defense, government and finance lead. See FDE roles by industry on FDE Info

Latest forward deployed engineer jobs
All 982 open roles on Top FDE Jobs

How to become a forward deployed engineer

  1. 1

    Get very good at building with AI

    Ship real things with coding agents, MCP and evals, not just chat. The skills section above is a good checklist.

  2. 2

    Build something for a real user

    An internal tool for a team, a small client project, an open source integration. FDE hiring managers look for proof you made something work for someone else.

  3. 3

    Practise the customer side

    Explaining trade-offs, scoping, saying no. Write up what you built and why, the way you would for a customer.

  4. 4

    Prepare for the FDE interview

    Expect a practical build, a customer role-play and system design. FDE interview questions

  5. 5

    Follow the field every week

    Tools, deployment stories and hiring news for FDEs, in one free email. Subscribe to FDE Info

Frequently asked questions

What does a forward deployed engineer do?

A forward deployed engineer works directly with a customer to make a product work inside that customer's systems. In AI companies this usually means building and deploying agents on the customer's own data and tools, then fixing whatever breaks in their environment.

How much does a forward deployed engineer make?

Across 579 US-dollar job postings on Top FDE Jobs (October 27, 2026), the median posted base pay is about $203k a year, and the top 10% of postings start at about $285k. Equity is not included.

Which companies hire forward deployed engineers?

Palantir, where the title started, is still the largest. OpenAI, Databricks, Anthropic, Scale AI and many AI startups also hire FDEs. Top FDE Jobs currently lists 982 open roles at 322 companies.

Is a forward deployed engineer the same as a solutions engineer?

No. A solutions engineer mostly works before the sale, on demos and proofs of concept. A forward deployed engineer works after it, writing production code in the customer's stack until the deployment is live and used.

Do I need a computer science degree to become an FDE?

Job postings mostly ask for proven engineering experience and customer-facing skills. Shipped projects that work for real users matter more than the degree itself.

Are forward deployed engineer jobs remote?

Some are. About 15% of current postings on Top FDE Jobs are fully remote; most are hybrid or on site, because the job involves time with customers.

Keep going
Claude Code cheatsheetEvery command, flag and shortcut on one page.Top MCP serversThe integrations FDEs reach for first, ranked by GitHub stars.