The Hidden Tech Gold Rush: Why Forward Deployed Engineers Are in High Demand But Hard to Find

The Rise of Forward Deployed Engineers in AI

A once-rare engineering role has taken over Silicon Valley, promising to bridge the gap between cutting-edge artificial intelligence and the less tech-savvy customers who want to deploy it. But not everyone is excited about it.

Tech companies are gaga for the idea of “forward deployed engineers” (FDEs), who play a critical role in ensuring customers can actually use their sometimes complex AI offerings.

Explosive Growth in Demand

Job postings on Indeed grew more than 10-fold in 2025 compared with 2024. The number of public company transcripts mentioning the role jumped to 50 from eight over the same period, according to data from AlphaSense.

The only problem? Few engineers want the job, which has historically been seen as demanding, undesirable and less prestigious than product-focused engineering roles.

“Everyone wants them and there’s only maybe 10% of the market that wants that role,” said Patrick Kellenberger, president and chief operating officer at Betts Recruiting.

What Do Forward Deployed Engineers Actually Do?

Forward deployed engineers work on-site with a specific customer for a certain length of time, helping to customize and deploy the company’s technology based on the customer’s needs.

The nuanced customization that AI agents and other tools require has fueled the recent trendiness of the job title, which was popularized by data-analysis firm Palantir.

The Reality Behind the Role

“It means spending a lot of time on planes, sleeping in three-star hotels, somewhere in middle America, and working out of a dimly lit windowless conference room where there’s not enough charging ports,” said Barry McCardel, who worked as an FDE at Palantir for about five years before founding AI analytics platform Hex. “It’s not glamorous,” he said.

Beyond bare-bones accommodations, the job itself is also tough. Small teams with limited resources are under a time crunch to solve a problem that has never been solved before. Often, customers don’t use the projects they spend time building, McCardel added.

“The extreme pace and heightened expectations and intensity of the forward deployed motion is not for everyone,” he said.

The Perception Problem

Others say the role’s undesirability cuts straight to the very heart of what it means to be a “real engineer.”

“In a software company, engineers usually want to be working on building the product itself versus having to support it with customers,” said Phillip Merrick, chairman and chief product officer of pgEdge, a provider of databases and tools for agentic AI.

Lucas Mendes, founder and CEO of tech talent and AI training platform Revelo, calls this phenomenon “proximity to the machine.” Building products that scale out to millions of people is seen as the “real engineering” work, and client support roles are, well, not.

“We don’t believe that it’s less noble, but that’s what the prevailing culture believes,” he said.

A Grind with Purpose

Joe Henke, who worked as a forward deployed engineer for Palantir for years, including several overseas trips, remembers it as quite a grind compared with the experience of his product counterparts.

“In the California office, it’s like beautiful weather all the time, the office is stacked, and has all this great food lying around. It’s not that people aren’t working hard there, but like it’s a very cushy environment to enable people to work hard. But when you’re out in the field, particularly overseas, just living conditions are harder,” he said.

That said, for the right people, it can be a dream job. Henke said that the work felt incredibly meaningful because he could see how it was making a difference in the real world.

Keith Ballinger, a vice president and general manager at Google Cloud, who has worked hands-on with clients over his developer career, albeit not in a formally titled “FDE” role, agreed. “You’re in on the action. It’s not an Ivory Tower, it’s not theoretical,” he said.

The Future of FDE Roles

Betts Recruiting’s Kellenberger said it would take time and a gradual shift in perception for more engineers to consider throwing themselves out into the trenches.

The fact that companies are offering sky high salaries for FDE roles could help, as could the threat AI poses to many traditional software engineering jobs.

“This is a big opportunity,” he said. “Yes, there are components to it that can be more stressful, but there’s a lot more upside.”