Can Customer Success Managers Be Turned into Forward-Deployed Engineers؟

If you’re building a SaaS or AI product right now, you’ve probably looked at your Customer Success team and thought: “These people are closest to the customer, can I just upskill them into Forward-Deployed Engineers and solve my hiring problem?” Short answer: usually no. The longer answer is the one that actually matters.

First, what changed in the market

In the last 18 months, a new role has been crowned “the hottest job in startups”: the Forward-Deployed Engineer (FDE) . What changed is that the AI wave dragged the role back into the spotlight, harder than ever.

Why? Because building a capable model is now the easy part. The hard part is making that AI actually work within the customer’s environment, amid messy data, legacy systems, security reviews, and compliance constraints. That’s exactly where the FDE lives: embedded with the customer, building the solution by hand until it runs in production.

The numbers tell the same story:

FDE job postings grew more than 800% in 2025, according to Financial Times / Indeed . ICONIQ ’s 2025 GTM survey of 205 B2B SaaS executives found FDE postings up 12x in a single year . LinkedIn’s research clocked the role as the fastest-growing AI-driven job, up roughly 42x between 2023 and 2025 . This isn’t just small startups: Google has over 1,500 openings, and OpenAI, Anthropic, and Cohere are all aggressively scaling their FDE teams.

Every B2B company is staring at the same equation right now: they need more FDEs, they can’t find them, and they’re looking at their Customer Success team, wondering if they can bridge the gap.

But wait, CSM and FDE aren’t the same job

To answer honestly, look at a day in the life of each. Yes, both sit close to the customer. That’s where the similarity ends.

A Customer Success Manager runs relationships . They carry a portfolio of 8–12 accounts; their job is to mitigate churn risk, drive expansion, and unblock adoption issues. Their sharpest weapons are empathy, account-management instinct, and a sense of renewal.

A Forward-Deployed Engineer builds solutions . They embed deeply with 1–3 customers at a time. Their day is writing and debugging code, architecting workflows, and clearing technical blockers so the AI actually runs in production. Their sharpest weapons are engineering depth, systems integration, and technical problem-solving under pressure.

These are not the same skillset. They are barely in the same profession.

The honest answer: roughly 95% won’t make the jump

This isn’t a knock on CSMs; they’re among the most important people in any SaaS company. It’s just that the skills that make a great CSM (empathy, account management, renewal instinct) don’t transfer to daily debugging sessions and workflow architecture.

Three practical reasons why:

The nature of the work is fundamentally different. A CSM spreads their attention across ~10 accounts. An FDE can spend 30 to 60+ days fully embedded on a single deployment. A CSM can’t do that on top of their book; they’d either drop accounts or become a half-FDE. Both options lose. “Vibe coding” isn’t enough. Yes, AI has made coding more accessible, and smart VCs are right that the future CSM should be able to vibe-code basic solutions. But there’s a wide gap between making a sandbox demo work (~20% of the job) and pushing past security reviews, gnarly legacy code, and production credential approvals to make the solution actually run and stay running. No amount of prompt engineering closes that gap. The economics are different. FDE work is expensive and slow by design. When you push a CSM into the role without the right foundation, you lose on both ends: the account isn’t managed properly, and the deployment isn’t engineered properly.

Who can actually make the transition?

There are real exceptions, but they’re rare:

CSMs with an actual engineering background or deep technical AI domain expertise. People who’ve spent serious time inside the product , not just around it, writing SQL, understanding dashboard logic, and troubleshooting integrations day in and day out.

These folks can sometimes transition into embedded implementation roles. Even then, you’re usually better off hiring purpose-built FDEs than retraining relationship managers into builders.

And if you’re a CSM who actually wants to head this direction?

The advice, credited to John Gleeson , is to start by expanding into technical problem-solving before you ask for the title. Build fluency with your product’s configuration tools, APIs, and integrations. Sit next to your Solutions Engineers. Get comfortable pulling and reading usage data yourself. Build the skill first, and the title follows.

So what does this actually mean for you as a founder in the MENA region?

This is the part that matters most, especially if you’re building in an emerging market like MENA, where talent pools are thinner, and budgets are tighter. Don’t try to copy the Palantir Technologies playbook line for line. Here’s the more realistic move:

Hire one strong FDE. Not an army. One person who can actually build. Embed them with your top 3–5 customers. Let them solve the real blockers on the ground. Document exactly what they do. Every integration, every workaround, every deployment pattern. Turn that into a playbook, then systematize it. Once the process is proven and repeatable, you can scale with CSMs or implementation specialists who can follow the playbook you’ve already validated.

The important shift: at that point, the CSM’s job snaps back to its real purpose, owning the relationship after deployment is solved , not solving the deployment itself.

The bottom line

This wave isn’t slowing down. Every signal says FDE demand keeps climbing through 2026 and beyond. And companies trying to close the gap by simply rebranding their CSMs as “Forward-Deployed CSMs” will mostly fail, not because their teams are weak, but because they’re asking people to do a fundamentally different job.

AI is reshaping go-to-market teams not by erasing the boundaries between roles, but by creating a brand new forward-deployed role that sits between product and customer. The real intelligence isn’t in merging the two functions. It’s in knowing exactly when to separate them and when to connect them.

What’s your take? If you’ve got a Customer Success team right now, would you push them toward engineering, or split the role and hire a dedicated FDE from day one?