The FDE Career Guide

How to become a Forward Deployed Engineer

The Forward Deployed Engineer is the fastest-growing role in AI — postings grew 700%+ year over year as enterprises hit the wall that models alone don’t clear: getting AI actually deployed inside a customer’s systems. Start with the two guides below.

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01 · The market The US AI Career Map The three roles that build AI directly — ML Engineer vs AI Engineer vs Forward Deployed Engineer. The trend, the real differences, and pay by level. Read the guide → 02 · The role AI Deployment Roles Why enterprise AI’s value gap is in deployment, not the model — and how that made the FDE a leveled role adopted across every major lab. Read the guide → 03 · The data The FDE Job Market 408 live US FDE job posts, decoded — seniority mix, the customer-facing reality, the comp ladder, the skills employers actually ask for, and who is hiring. Read the guide → 04 · Assess yourself The FDE Scorecard Score your current background against the bar real FDE roles set — across the axes that decide who gets hired, with the comp you can expect by level. Read the guide → 05 · Close the gap The FDE Skills Roadmap The exact skill set the role demands — foundation to customer-facing craft — and the order to build it in on the way to a Forward Deployed Engineer offer. Read the guide → 06 · Prove it The FDE Portfolio The projects that prove you can do the job before anyone hires you — what to build, and how to frame it the way FDE hiring teams read it. Read the guide → 07 · Land the offer FDE Interview Questions How the FDE interview really works — the rounds, the deployment-scenario case that carries the most weight, and how to prepare for each. Read the guide →

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An Interview Kickstart advisor walks you through where you stand today, the exact gap to close, and the fastest route to a Forward Deployed Engineer offer — built around your background.

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