Standalone or add-on

Written Candidate Debriefs for Technical Roles

Clear post-interview write-ups that make hiring decisions faster and more confident.

What this service is

Clear written debriefs that summarize each candidate's strengths, weaknesses, risks, and overall fit for the role. Available as a standalone service or as an add-on to Interview as a Service and retainer engagements. These debriefs help recruiters, hiring managers, and other stakeholders make faster and more confident decisions after the interview. The goal is not just to provide notes, but to translate technical evaluation into practical hiring guidance that is easy to understand and act on — whether you are a recruiter presenting a candidate to a client or a hiring manager building a case for a hire internally.

A structured scorecard tells you how a candidate performed against defined criteria. A written debrief goes a step further — it translates that performance into a narrative that is easy to share and act on. Written debriefs are particularly useful when the hiring decision involves stakeholders who were not in the interview, when a recruiter needs to communicate technical results to a client without a technical background, or when you need documentation of the evaluation for internal records. The goal is not to describe what happened in the interview — it is to give the reader a clear, honest picture of whether this candidate is the right hire and why.

Problems this solves

Your hiring manager needs to justify a hire/no-hire decision to an executive or board, but the only evidence available is interview notes that are hard to interpret
You are a recruiter presenting a technical candidate to a client — you need to speak to technical fit credibly, not just forward a CV and scorecard
Multiple stakeholders are involved in the hiring decision and are not aligned — a clear written summary of strengths, gaps, and risks focuses the conversation
Your evaluation process produces useful signal but no documentation — meaning institutional knowledge about hiring decisions walks out the door
You want a record of how each hiring decision was made, particularly for roles where mis-hires are expensive and well-documented

What you receive

Structured written debrief for each evaluated candidate
Summary of technical strengths with specific supporting evidence from the interview
Honest assessment of weaknesses, skill gaps, and hiring risks
Clear hire / no-hire recommendation with rationale
Plain-language write-up accessible to non-technical stakeholders and shareable across the hiring team

How it works

Interview completion

The debrief follows the technical interview — available as a standalone add-on to a single interview or as a standard deliverable within a retainer engagement. It is produced alongside the evaluation, not after the fact.

Written write-up

We translate the evaluation into a clear, structured narrative covering the candidate's technical strengths (with specific evidence), skill gaps and risk areas, and overall fit for the role. Written for the reader making the decision.

Delivery

The debrief is delivered with the scorecard — within the agreed turnaround window. It is formatted to share directly with hiring managers, clients, or other decision-making stakeholders without requiring interpretation.

Who this is for

Hiring managers who need to justify hire/no-hire decisions to stakeholders not present in the interview
Recruiters who need to communicate technical evaluation results to clients without a technical background
Teams where multiple stakeholders are involved in the final hiring decision
Companies that want better documentation of their evaluation process for compliance or audit purposes

Roles we cover

This service covers AI, ML, and data science roles — each evaluated against domain-specific criteria, not a generic technical checklist.

AI Engineer Interviews

Expert evaluation for candidates building LLM-powered products, RAG systems, and AI-native applications

ML Engineer Interviews

Structured ML engineer interviews that evaluate both modeling depth and production engineering execution

Data Scientist Interviews

Structured data scientist interviews for teams who need to evaluate statistics, experimentation, modeling, and business judgment — all in one assessment

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Frequently asked questions

Is the written debrief included in the base price or is it an add-on?

The written debrief is an add-on to Interview as a Service and to retainer engagements. The base service includes a structured scorecard and hire/no-hire recommendation. The written debrief provides a more detailed narrative write-up — expanded context on strengths and weaknesses, the evaluator's reasoning, and a plain-language summary suitable for sharing with stakeholders who were not in the interview.

How long is a typical written debrief?

A typical debrief is one to two pages — long enough to give a complete picture of the candidate's performance, short enough to be read and absorbed quickly. The format is structured: a brief summary, evaluation of technical strengths with supporting evidence, assessment of gaps and risks, and a clear hire/no-hire recommendation with rationale. It is written to be useful, not exhaustive.

Is the debrief written for a technical or non-technical audience?

Both. The debrief uses plain language that non-technical stakeholders can read and understand, while preserving enough technical specificity that technical readers can assess the depth of the evaluation. Recruiters can share it with technical hiring managers without needing to translate it; hiring managers can share it with founders or executives without losing the substance.

How quickly do I receive the debrief after the interview?

Written debriefs are delivered alongside the scorecard — within the agreed turnaround window for the engagement. For individual interviews, that is typically within one to two business days of the interview. For retainer engagements, the turnaround window is agreed upfront and applies to both the scorecard and the debrief.

Can I request a debrief after an interview that has already happened?

Debriefs should be ordered before or at the time of the interview, as they are produced alongside the evaluation rather than reconstructed afterward. If you are unsure whether you will need the written debrief, we recommend including it — it is easier to have a debrief and not need it than to need one that was not produced.

Can we use the debrief to give feedback directly to the candidate?

The debrief is intended as an internal decision-support document for the hiring team, not as candidate-facing feedback. It is written for the reader making the hiring decision, which means it includes direct assessments and frank observations about weaknesses and risk areas that would not be appropriate to share with the candidate.

More questions? See the full FAQ or contact us directly.

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