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AI Prompts for Candidate Comparison and Hiring Debriefs

The debrief is where hiring decisions are actually made, and where they most often go wrong: the most senior voice speaks first, impressions crowd out evidence, and the decision is rationalized afterward. A structured debrief fixes the order (evidence before ratings, ratings before recommendations, junior before senior), compares finalists on the same criteria, and records the reasoning.

This page absorbs the library's candidate debrief framework and adds the evidence matrix and the decision record. The people in the room decide; these prompts organize the evidence they decide on.

Before you use these

Have these ready to replace the highlighted [variables]:

These prompts structure evidence against stated, job-related criteria and draft documents. They do not make hiring decisions. Do not ask the model to rank, reject or recommend candidates on protected characteristics or their proxies (name, address, school, gaps, age indicators), and do not treat its output as a decision: a person accountable for the hire reviews every score and makes the call. Check local law before using any automated or AI-assisted screening.

The prompts

1. Create the debrief framework

Best forA protocol for the debrief: scorecard, evidence rule, bias checkpoints, speaking order, and split handling.
Inputs needed
  • Role
  • Competencies
How to use itAbsorbed from the library. Use it to set up the debrief before the first candidate reaches final stage.
Expected outputCompetency scorecard with anchored ratings, evidence-required rule, bias checkpoints, decision protocol, and a debrief template.
Act as a talent lead. Create a structured debrief framework for interviewers evaluating a [role] candidate: competency scorecard with anchored 1-4 ratings, evidence-required rule (no score without a quote/example), bias checkpoints (halo, similarity, recency), a decision protocol (who speaks first, how to handle splits), and a template for the written debrief summary that a person not in the room could follow.

2. Build the evidence matrix for finalists

Best forComparing finalists on the same criteria with the evidence visible, not on overall impressions.
Inputs needed
  • Scorecards per finalist
  • Competency priorities
  • References or work samples
How to use itPaste the scorecards. The model builds the matrix — competency × candidate with evidence and rating — highlights where evidence is thin, and states what the matrix does and does not show.
Expected outputEvidence matrix, per-competency comparison with quotes, gaps in evidence per candidate, the priorities applied, and the questions the hiring team must answer before deciding.
You are building the evidence matrix for a hiring decision on [role] with finalists [A, B, C].

Scorecards: [per candidate: competency, evidence, rating, confidence, interviewer]
Competency priorities: [from intake: which matter most]
Other evidence: [work samples, references — with source]

1. Matrix: competency × candidate; each cell holds the rating, the confidence, and a one-line evidence summary quoting the scorecard.
2. Per-competency comparison: where candidates differ meaningfully on evidence, and where ratings differ but evidence does not.
3. Evidence gaps: for each candidate, competencies rated on thin evidence or marked insufficient; whether a follow-up conversation or reference could close them before deciding.
4. Priorities applied: the picture when the intake priorities are weighted; the picture without weighting — so the team sees the effect of the weights.
5. What the matrix does not show: anything about potential, growth, or 'fit' that is not evidenced; anything that was excluded as non-job-related.
6. Questions for the hiring team to answer before the decision.

Present the evidence. Do not rank the candidates or recommend a hire; that is the hiring team's decision.

3. Document the hiring decision

Best forA decision record that shows the criteria, the evidence and the reasoning, consistently for every hire.
Inputs needed
  • Debrief outcome
  • Evidence matrix
  • Decision owner
How to use itAfter the team decides, the model writes the record from the debrief notes: decision, criteria applied, evidence relied on, dissent, and the feedback to candidates.
Expected outputDecision record with criteria, evidence, reasoning, dissent, the candidate feedback derived from evidence, and the retention note.
Act as an HR business partner documenting a hiring decision for [role].

Debrief notes: [paste: discussion, ratings, the decision and who made it]
Evidence matrix: [summary]
Policy: [decision authority, record retention — to verify]

1. Decision: who was selected, who made the decision, date.
2. Criteria applied: the competencies and priorities, as agreed at intake — confirm nothing was added during the debrief.
3. Evidence relied on: per criterion, the evidence from scorecards and samples that supported the decision; cite the scorecards.
4. Alternatives considered: for each other finalist, the evidence-based reason they were not selected — job-related, specific, respectful.
5. Dissent: any interviewer disagreement and how it was resolved.
6. Candidate feedback: for each finalist not selected, one honest, job-related point derived from the evidence (for the rejection message).
7. Process notes: anything to improve in the loop; where the record is stored and for how long.

The record must be one a reviewer could read and see a consistent, criteria-based decision. Remove any language that is not evidence-based.

Related prompts

Logical next step

After this, most HR teams move on to Interview Scorecards.

Get the free HR & Recruiting AI Starter Kit → Nine of these prompts as an intake → assess → offer hiring workflow with an intake worksheet, delivered by email. See what's inside

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