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We recently audited an entire Salesforce delivery stream — 149 merge requests across a single client engagement, start to finish — and asked one question the usual retrospective never asks. Not what shipped, but where a later change had to revert, re-cut, or re-baseline what an earlier one got wrong. About a quarter of the merge requests were rework. And when we grouped that rework by root cause, one pattern sat underneath almost all of it, surfacing in cluster after unrelated cluster.

It is the question we hear most often, and usually it arrives near the end of a good conversation. A CEO has watched a demo, run a few experiments over the weekend, and seen something genuinely click. Then they lean back and ask the honest version of what every smart buyer is thinking:

"This is impressive. But honestly — can't I just do this myself now? I have the tools. The AI does the work. What do I actually need you for?"

A forward deployed engineer (FDE) is a senior engineer who embeds directly inside your team, learns how your business actually works, and ships the first working solution in your real environment — not a slide deck or a proof-of-concept that dies in a demo. The model pairs product-grade engineering with on-the-ground context, so what gets built solves the problem you actually have.

What would actually happen to your business if your systems went dark tomorrow morning — a ransomware lockout, a flooded server closet, a fiber cut that takes your office offline for three days? Not the version you hope for. The real one, where staff can't log in, customers can't book, and the only person who knew where the backups lived is on vacation.