What a forward-deployed engineer actually does all day
The title sounds like research. The job is mostly data plumbing, security questionnaires, and convincing a department head that the pilot will not embarrass them — which is exactly why the role is in demand.
What happened
Forward-deployed engineering has become one of the fastest-growing AI roles because the bottleneck has moved. Models are good enough; getting them connected to a company's real data and approved by its real security team is not.
Why it matters for deployment teams
If you are staffing a deployment, hire for the unglamorous skills: writing extraction pipelines, reading a vendor security questionnaire, and translating between business stakeholders and engineers.
What to do about it
Structure the engagement around a single painful workflow, not a platform. Ship something narrow that a named person uses weekly, instrument it, and expand from evidence rather than from a roadmap.
What to do about it
- Hire for plumbing and stakeholder skills, not modelling
- Start with one painful workflow, not a platform
- Expand from usage evidence, not a roadmap