Demand for forward-deployed engineers (FDEs) is skyrocketing as enterprises pivot from procuring AI models to integrating them into revenue-generating workflows.

A study by executive search firm Christian & Timbers (C&T), shared exclusively with TechCrunch, estimates that only about 2,000 engineers in the U.S.

possess the rare combination of sector expertise, gravitas, and hands-on applied AI experience needed to consistently deliver enterprise ROI.

That figure represents the total, not the number available. C&T projects demand for these specialists will surge by 2,100% by the end of the year.

The research draws on interviews with over 250 C-suite hiring executives across 180 companies, a survey of 80 Fortune 500 executives, and interviews with more than 300 FDEs and applied AI engineers between January and June 2026.

At the start of the year, only 5%–10% of companies planned to hire FDEs, mostly for small pilots.

By the end of Q2, that number jumped to 70%, with the largest consulting and services firms needing to increase FDE headcount by 10 times, building full teams of 20–100 employees.

‘This is all happening at a speed I’ve never seen. Enterprises are hiring in the middle of summer,’ said Jeff Christian, C&T’s founder. The supply is limited: there are roughly 17,000 FDEs in the U.

S. market, many already employed by Palantir, which invented the role. Christian noted that some clients are buying Palantir‘s technology just to access its FDEs.

Only a fraction of those FDEs are elite enough to deliver the ‘multiple tens of millions of dollars of ROI impact’ now expected, manifesting as revenue acceleration or replacing large teams of document processors.

AI companies are under pressure too. Frontier AI firms have spent tens of billions training models, and profitability depends on embedding their technology into enterprises.

This is threatened by cheaper open-weight models from China.

OpenAI and Anthropic have therefore set up their own ventures—OpenAI’s Deployment Company and Ode with Anthropic—staffed with FDEs to spread their tech.

Enterprises are also hiring FDEs internally to keep proprietary processes secret from AI firms.

‘Everybody’s concerned that if they give up their proprietary business processes, [the AI firms] can compete with them,’ Christian said. However, the role may be temporary.

Christian warns that within two years, automation could eliminate the need for human FDEs. In the medium term, demand may shift to physical AI and humanoid robots.

Within five to ten years, he says the FDE role could ‘go away.

‘ While C&T hasn’t seen a pullback yet, Christian expects a slowdown in recruitment requests as AI’s impact on general search firms is already visible.