Today’s Hottest Role: Forward Deployed Engineer
A reservation booking platform had just launched a pilot of its first AI agent and was bumping into issues. The company had designed the B2B agent with Agentforce, Salesforce’s platform for building and deploying agents, to answer questions from customers using the service. But the agent sometimes struggled to provide answers because something was off with the Agentforce data library. And updates to knowledge articles weren’t syncing with Data 360, which made the situation worse. The booking platform needed help connecting its data to Agentforce.
So, Salesforce offered a team of forward deployed engineers (FDEs). The FDEs listened to the company’s concerns, enlisted Salesforce’s product team to fix glitches, and got the agent back on track. “We were able to resolve all their issues within a week,” said Sarah Khalid, forward deployed engineer director at Salesforce.
The agent worked so well that the company decided to launch a second agent, this one for people who use the platform to book reservations. Now, it’s adding new features to both agents and expanding languages for its first agent.
The successful launch is a testament to the power of FDEs, a role that’s “very hot and in-demand right now,” said Ben Kracker, forward deployed engineer director at Salesforce.
Consider the role a natural reaction to the times: Artificial intelligence (AI) has burst onto the scene faster than many companies can adapt. FDEs are like a personal tech guru, business consultant, and hand-holder, all in one. They work closely with companies to remove blockers and accelerate AI adoption, as well as share customer feedback with product teams to make AI agents better.
As the venture capital firm a16z recently wrote of FDEs on X, “Enterprises buying AI are like your grandma getting an iPhone: They want to use it, but they need you to set it up.” (No offense to anyone’s grandma.)
A role that reflects the times
The software company Palantir pioneered the forward deployed engineer role in the early 2010s, when it embedded engineers directly with customers — mostly government agencies — to help implement products. Palantir called these engineers “Deltas” at the time and, until 2016, had more Deltas than software engineers.
The role evolved and gained huge traction this year, when tech giants like Open AI announced they were hiring FDE teams. Analysis by Indeed and The Financial Times found that job postings for this role soared by more than 800% between January and September of 2025. Salesforce alone has committed to building a team of 1,000 FDEs.
Competition for these engineers is so intense that one commenter on an FDE Reddit post wrote, “Since converting to an FDE, my LinkedIn is insane, so many great roles coming my way and for really high pay.”
How FDE teams work
In many ways, forward deployed engineers are like traditional tech consultants. “But the biggest difference is the agility and speed at which we move,” said Khalid. “We’re able to go in and just do what we need to do to get the agent up and running in a way that’s unique and powerful.”
The role varies from company to company, but at Salesforce — which launched its team in April 2025 — FDEs work in several ways. Many work individually with a customer, but some are starting to work in pods that consist of one deployment strategist and two FDEs.
The deployment strategist identifies the best use case for a company and creates the overall AI strategy. The FDEs then design, build, and deploy the agent. They’re the team’s technical architects and primary coders.
Pods focus full-time on one client for about three months — or as long as it takes to successfully deploy an agent for one or two use cases. Sometimes, they even travel to the customer and embed themselves in the company’s day-to-day work.
It may sound like forward deployed engineers do the same work as Salesforce partners, but they play different roles, and their collaboration can help customers launch agents more successfully. Partners still do the nitty-gritty work of helping customers implement technology, but FDEs can provide behind-the-scenes knowledge from Salesforce that a partner may not have.
How can Salesforce customers work with FDEs? At the moment, they must be nominated by their account executive to be in the Momentum program, offered to select customers for free. “It’s an investment by Salesforce in our customers,” said Paige Elia, senior consultant, FDE programs, at Salesforce. Sometime in the next year, however, customers will also have the option to purchase FDE services.
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FDEs require a unique set of skills
One reason competition for forward deployed engineers is so fierce is that the role requires an unusual combination of skills: Not only do you need to be a tech whiz, you also have to communicate well and be comfortable in a customer-facing role. Forget the stereotype of a nerdy software engineer coding alone with a can of Soylent. FDEs and deployment strategists have to listen to customers, understand how business works, and offer solutions in language non-techies can understand.
Here are the skills you need to be a great FDE:
The good news? Many of the skills you need to become a forward deployed engineer can be acquired through Trailhead, the free learning platform from Salesforce. For example, you can earn certifications, take a specialist exam, or become an Agentblazer Legend, the highest tier of Agentforce training on Trailhead.
Salesforce also offers a six-week onboarding program, called Ready in Six, for new hires to the FDE team. The program includes technical training, field work, and a capstone project. Alex Imperiale, one of the newest members of the FDE team, completed the training after he transitioned from a technical architect role at Salesforce. He especially enjoyed the program’s two-week intensive on-site. “We had incredible faculty who gave live demos of the tools that will help us in our day-to-day work, including sessions from Elements and hands-on exercises with Cuneiform, which were really cool,” he said.
FDEs give customers a way to influence the product
One of the biggest advantages of working with a forward deployed engineer is that they serve as a two-way street between customers and the product team. FDEs help accelerate the adoption of AI agents, but they also solicit feedback on what’s working for customers and what’s not. “We feed all those insights we get from being on the frontline back to the product team and engineers so they can build a product that supports what our customers are trying to achieve,” said Kracker. In other words, FDEs give customers a voice.
Salesforce’s early FDE customers, for example, asked for more ways to measure their agents’ performance. The FDEs passed this information on to the product and engineering teams, and Salesforce developed Agentforce Observability, a suite of tools that helps customers analyze, monitor, and improve their agents’ performance. Customers also wanted to know how their agents came up with answers, which led to session-data tracing in Agentforce.
It’s just the beginning for forward deployed engineers
As AI agents become more and more common, the FDE role is likely to grow. And for good reason: FDEs can be the make-or-break factor in launching an agent. “Without FDEs, we risk having thousands of customers stuck in pilot purgatory — signed up, but not successfully deployed,” said Khalid.
Image credit: Aleona Pollauf/Salesforce









