The difficult part of an interview debrief is rarely collecting opinions. It is working out what the panel actually learned, where people disagree, and whether the most important parts of the role were tested at all.

Strawberry can bring together transcripts, notes, scorecards, work samples, and approved candidate context, then organize them against the role the team agreed to hire for. The result is a draft assessment people can inspect, not one artificial score that hides the record underneath.

A useful first pass can begin with one candidate. Review how the evidence was interpreted before using the same approach across the rest of the process.

Bring the interview record together

Start with the accepted role criteria and the materials the team is authorized to use: submitted scorecards, interview notes, transcripts, work samples, and relevant earlier-stage evidence. Strawberry can show what arrived, what is still missing, and where two sources conflict.

Transcripts and notes are not perfect. If a name, number, technical detail, or statement could change the assessment, return to the source rather than smoothing over the ambiguity.

Want to try it?

Ask your Strawberry companion: “Synthesize this interview set against the accepted scorecard and prepare an evidence-backed draft assessment for qualified human review.”

Skill

Synthesize interview feedback

Prepare an evidence-backed draft assessment for qualified human review.

Keep evidence and interpretation apart

For every material point, preserve whether it came from observed behavior, a candidate claim, an interviewer's interpretation, or Strawberry's own inference. Keep the source close enough that a reviewer can check it.

  • Supporting evidence and counter-evidence for each criterion.
  • The source and interviewer behind each material observation.
  • Confidence, contradictions, and relevant unknowns.
  • Criteria that were repeated, weakly tested, or not tested at all.

Make disagreement useful

Two interviewers can hear the same answer and reach different conclusions. Strawberry can map both views to the scorecard, show the evidence each person used, and surface whether the disagreement is about facts, interpretation, or the hiring bar itself.

Use the scoring anchors the team already accepted, but do not force confidence that the record does not support. A clear gap is more useful than a precise-looking average.

Leave the consequential decision with people

The draft can give understandable fit guidance, strong potential fit, potential fit with questions, limited fit based on current evidence, or unable to assess, alongside the evidence, counter-evidence, confidence, and gaps behind it. It is not a comparative ranking or a recommendation to reject or advance.

A qualified person decides whether to advance, reject, gather more evidence, or change the process. Turning missing evidence into a negative and communicating a decision stay outside the synthesis.

If an important question remains open, prepare a focused follow-up rather than repeating the whole loop. Keep that interview, any candidate message, and any ATS change as separately reviewable actions.

Skill

Prepare a structured interview loop

Prepare a focused follow-up when a material evidence gap remains.

Share the assessment carefully, and improve the loop

Keep candidate assessments in an approved, access-controlled destination with the people who need them. Candidate transcripts, private notes, and hiring judgments are not suitable for Strawberry's publicly viewable published artifacts.

Across several interviews, the same synthesis can reveal questions that produce weak evidence, criteria nobody owns, and feedback that routinely arrives late. Those patterns can improve the next interview plan and surface delays in the wider recruiting pipeline.

Skill

Review our recruiting pipeline

Find missing feedback and stalled decisions across the wider pipeline.

How to prepare better candidate interviews with AIBuild the scorecard and evidence plan that synthesis relies on.
Official Strawberry skill
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name
synthesize-interview-feedback
description
Synthesize interview transcripts, notes, and panel feedback against an accepted scorecard. Use after candidate interviews to prepare an evidence-backed assessment, expose contradictions and missing evidence, and support qualified human review. Do not make or execute hiring decisions.

Synthesize Interview Feedback

Turn fragmented interview evidence into a draft assessment a qualified human can review. Do not collapse uncertainty into a score or recommendation.

1. Establish the review frame

Find the accepted job description or internal role profile, interview plan, scorecard, competency definitions, interviewer assignments, candidate materials, and available transcripts or notes. Confirm the candidate, role, interview set, decision stage, and intended reviewers when ambiguous.

If no accepted scorecard exists, state that limitation and propose a review frame for human approval before judging fit. Do not retrofit criteria from the candidate's performance or introduce protected or irrelevant characteristics.

2. Preserve provenance

For each material point, distinguish:

  • observed interview evidence or work-sample behavior;
  • a claim made by the candidate;
  • an interviewer's interpretation or judgment;
  • the companion's inference;
  • a contradiction between sources; and
  • an unknown or untested criterion.

Keep links or references to the originating transcript, note, scorecard field, or work sample where available. Never invent quotes, scores, interviewer views, or evidence. Treat automated transcription as fallible and flag consequential ambiguity.

3. Map evidence to the scorecard

Organize evidence by the accepted competency or outcome. For each criterion, show supporting evidence, counter-evidence, confidence, and what remains unknown. Respect any defined scoring anchors, but do not manufacture numerical precision when the evidence is qualitative or inconsistent.

Identify interviewer coverage gaps, duplicated questioning, unsubmitted feedback, untested must-haves, and disagreements that need discussion. Keep post-interview impressions separate from evidence recorded during the interview where that distinction is available.

4. Prepare the draft assessment

Deliver:

  1. a concise candidate and interview-set summary;
  2. a criterion-by-criterion evidence table;
  3. contradictions, missing feedback, and material unknowns;
  4. candidate claims that still need verification;
  5. candidate-experience or process risks; and
  6. a draft assessment framed for qualified human review.

When useful, give understandable overall fit guidance using the same non-dispositive language as earlier review stages:

  • strong potential fit — the interview record supports most critical criteria and shows no material conflict;
  • potential fit with questions — relevant evidence exists, but important points still need discussion or verification;
  • limited fit based on current evidence — important criteria lack support or have material counter-evidence; or
  • unable to assess — the interview record is too incomplete, ambiguous, or inconsistent.

Explain the evidence, counter-evidence, confidence, and gaps behind the label. It is not a comparative ranking or a recommendation to reject or advance. The skill must not hire, disposition, or communicate a decision; make the human judgments still required explicit.

5. Hand off safely

Offer focused follow-up questions or an additional interview only when they address a material gap and remain proportionate. Prepare ATS notes or a panel brief as a separate draft; require explicit review before writing external records or sharing sensitive feedback.

Use strawberry/recruiting/prepare-candidate-interviews when the next step is another structured interview. Use strawberry/recruiting/review-recruiting-pipeline when missing feedback or stalled decisions affect the wider pipeline. External candidate communication belongs in strawberry/recruiting/send-candidate-outreach and requires exact send approval.

If the panel accepts the synthesis format, offer to save the scorecard mapping, evidence labels, destination, and review point as a custom skill. Use a Routine only for a stable, review-first workflow; never automate the hiring judgment.