AnswersForward deployed engineering

What is a forward deployed engineering firm, and how do you choose one?

In short

A forward deployed engineer works inside the customer's business, alongside the people who do the work, and answers for software running in production. Firms that offer them include lab-owned deployment companies, consultancies, integrators and platform companies. Choose on four questions: whose models they build on, who owns what is built, who runs it afterward, and how results are measured.

Questions that separate the firms

QuestionWhy it countsWhat to look for
Whose models?A firm tied to one lab builds on that lab's models.Every frontier lab and open-weight models, chosen per task.
Who owns what is built?The context, instructions, evaluations and models are the lasting value.You keep them, in a form you can export.
Who runs it afterward?Software needs tuning after the engineers leave.A platform it keeps running on, and a team trained to own it.
How is it measured?Without a baseline, success is opinion.A baseline set before the build and monthly measurement after.

Why the role came back

AI only works once it is wired into a company's systems, rules and exceptions, and that knowledge sits with the people doing the work. Engineers who sit with them and ship into production close the gap between a demo and a running system.

Frequently asked questions

What does a forward deployed engineer do?

Works inside the customer's business with the people who do the work, builds production systems on the vendor's platform, and stays accountable for them running.

How is a forward deployed engineer different from a consultant?

A forward deployed engineer ships and answers for running software in production; strategy work ends in recommendations.

How long does an engagement take?

The first workflow reaches production in weeks, and later systems build on the same platform.

See it running on your company's real work.

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