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Culture 9 min readFeb 28, 2026

Why we hire Forward-Deployed Engineers differently

What we look for, how the interview loop works, and why our FDEs ship to prod in their first week.

JJ
John Jahshan
Founder and CEO, MediaBloom
Why we hire Forward-Deployed Engineers differently

Forward-Deployed Engineers are the reason our customers go live in weeks instead of quarters. Everything else we do — runtime, Actions, compliance, partnerships — only matters if someone on the ground can walk a customer from idea to production without friction. We hire for three things: taste, tempo, and trust.

Taste is the ability to tell the difference between a great integration and a fragile one. Our best FDEs can read a production workflow, see exactly where the seams are, and predict where failure will happen before it does. Taste is the hardest trait to interview for and the most important one to get right. It is the thing that turns a pile of APIs into a system a business would trust with its revenue.

Tempo is the ability to ship in days, not sprints. We reward people who optimize for the shortest path to a working system and then harden in place, rather than spending three weeks designing the perfect abstraction before writing code. Tempo does not mean sloppy; it means biased toward motion with a very fast feedback loop.

Trust is the thing a customer extends to a human who is about to touch their production CRM. Our FDEs write code in live systems on day one. That only works if the person on the other end feels like someone they would pair with on their own team — calm under pressure, transparent when something breaks, and unwilling to paper over a real problem with a silver-tongued update.

Our interview loop is built to test all three. We run a real-world deployment simulation with a customer-style brief, a half-built integration, and a two-hour window. Candidates ship what they can, explain the tradeoffs, and walk us through what they would do next. We learn more about someone in that two-hour block than in ten coding rounds.

We also weight communication heavily. A great FDE can explain a complex change to a non-technical stakeholder in a single sentence, and they can explain it again to a senior engineer in five. If a candidate cannot write a clear weekly update, they will struggle on our team no matter how strong their code is.

The team we have built with this rubric ships faster, learns faster, and holds customer relationships longer than any other group in the company. Forward-deployed work is the highest-leverage role in applied AI, and we intend to keep hiring for it as long as customers need their systems to actually go live.

About the writer
JJ

John Jahshan

Founder and CEO, MediaBloom
Sydney, Australia Writes on AI voice agents, Speed-to-lead automation

John Jahshan is the founder and CEO of MediaBloom. He works directly with agencies, operators, and enterprise teams to design and deploy AI revenue systems — voice agents, speed-to-lead automation, reactivation campaigns, and ads management — that turn attention into booked appointments and signed deals. He writes about the operator playbooks, engineering decisions, and partnership models behind the systems MediaBloom ships for clients.

AI voice agentsSpeed-to-lead automationRevenue operationsPartnership programs
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