LunaPromptsThe role involves retrieval over specialized documents. The generic coding test measures something useful, but it leaves the team’s hardest question unanswered: can this person handle ambiguity in the sources the business actually uses?
A Forward Deployed Engineer can help translate that context into a bounded assessment and a workable evaluation process. The engagement needs deliverables that your team can inspect.
LunaPrompts offers Forward Deployed Engineer support to help enterprises translate their technical hiring requirements into workable assessments and platform workflows. An FDE works with the team on calibration, niche role needs, and scoped enterprise requirements.
Calibrate a niche retrieval assessment
Engineering lead + FDEIllustrative scenario01 / 03Bring a representative problem
Use approved example documents with an outdated policy and an ambiguous question.
Suppose the team is hiring an engineer to build retrieval over specialized documents. Bring the FDE a small approved example set, a description of the real work, and the mistakes the team needs the hire to recognize. Avoid using confidential production records when a representative sample will do.
Agree on a scoped exercise: retrieve relevant evidence, handle a question with no supported answer, and identify an outdated source. Define what a reviewer should inspect in each case. A correct final answer may be one part of the evidence, alongside source selection and the candidate’s explanation.
Pilot the exercise with the agreed review group. Ask reviewers to evaluate the same sample work independently and compare the reasons for their conclusions. If two reviewers interpret a criterion differently, refine it. If the setup consumes most of the session, reduce unnecessary environment work.
Define the handoff from the engagement. Your team should know which task version to use, how to interpret the rubric, who owns future updates, and how to raise an implementation issue. Scope any integration or enterprise customization separately enough that its acceptance criteria and dependencies are visible. The value is a workflow your team can operate, not only a polished demo.
What is a Forward Deployed Engineer in a hiring platform?
A Forward Deployed Engineer works close to the customer's use case, combining technical implementation work with an understanding of the workflow the customer needs. In technical hiring, that can involve assessment design, evaluation calibration, integrations, and enterprise-specific product requirements.
Define the engagement around the outcome your team needs, with agreed deliverables, timelines, and responsibilities. This gives both teams a practical way to evaluate progress.
Turn job context into an assessment blueprint
Begin with what the person will actually do. Identify the technical decisions they will own, the tools they will use, and the mistakes the team needs them to recognize.
The FDE can help translate that context into a testable exercise. The team then agrees on expected evidence, difficulty, duration, and the criteria reviewers will apply. This is especially useful when an off-the-shelf task is too generic for the role.
Calibrate before scaling the campaign
A calibration discussion can reveal that a task is too long, that an instruction is ambiguous, or that reviewers disagree about a strong answer. Resolving those issues before a wider rollout improves the usefulness of the assessment.
Where appropriate, run a pilot with a defined review group. Examine whether the task distinguishes the skills you intended to measure and whether the scoring guidance is specific enough to use consistently.
Connect enterprise requirements to the workflow
Enterprise hiring may involve an existing ATS, several interview stages, specialized review needs, or organization-specific candidate journeys. FDE support gives the team a technical counterpart for scoping those requirements.
A useful engagement makes dependencies visible: what the platform already supports, what needs configuration, what requires implementation, and how the result will be evaluated. This helps the customer plan adoption with fewer assumptions.
Help candidates understand the opportunity
A relevant assessment can show candidates the kind of work they may own. Clear instructions and a proportionate task demonstrate that the team has thought about the role and the candidate's time.
Use that clarity to give candidates a realistic preview of the role and give reviewers better evidence for the decision. Track the outcomes your team cares about, such as assessment completion, interviewer time, and the quality of the final hiring discussion.
A review framework your team can use
The following is an editorial checklist for this workflow. Adapt it to the role, the candidate journey, and your configured environment.
| Review area | What to establish |
|---|---|
| Discovery | Representative work and constraints |
| Deliverables | Task, configuration, and review guidance |
| Pilot | Timing and reviewer calibration |
| Handoff | Ownership, documentation, and agreed support |
A custom assessment can grow into unpaid candidate work if its scope is not controlled. Use a representative exercise with a defined purpose and reasonable effort.
Put the guide to work
Write an FDE brief with one hiring question, an approved sample task, three observable criteria, and the deliverable your team will accept.
Download the editable worksheet to record the decisions and open questions with your team. The examples in this guide are illustrative, not customer results or validated selection rules. Product availability and setup depend on the workflow agreed for your account.
A focused checklist, a worked scenario, and questions to resolve together.
Frequently asked questions
How is FDE support different from general product support?
General support helps resolve product questions and issues. An FDE engagement goes deeper into translating a specific technical hiring requirement into an assessment or implementation workflow.
Can an FDE help with a niche technical assessment?
That is a central use case. Bring the role's responsibilities, constraints, and examples of the work so the team can scope the assessment and calibration effort.
Is a dedicated engineer included in every subscription?
FDE support is scoped to the account's needs. Discuss the level of involvement, deliverables, and commercial terms with the LunaPrompts team when planning your engagement.
Keep building your hiring workflow
- JD to assessment: The job description is ready. The assessment still needs judgment.
- ATS integrations: The logo is connected. Is the hiring workflow?
- System design: The diagram looks complete. Change one requirement.
Explore fde support with LunaPrompts or browse all 19 hiring field guides.
