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Part of Evaluate Candidates Consistently Across Your Hiring Pipeline

HR & Recruiting Blueprint

Score Interview Responses and Generate Assessment

0July 2026

Evaluate interview performance with structured scoring and create interview HR summaries

What problem does this solve?

Assesses interview responses using the same structured scoring logic as resume evaluation, ensuring interviews stay consistent with your hiring criteria. The interview-assessor agent reads filled-in INTERVIEW_NOTES.md or interview transcriptions, scores each response 1-5, checks for ticket-jockey patterns (for managers), and produces an INTERVIEW_ASSESSMENT.md with scored Q&A and a recommendation.

How does it work?

  1. Conduct interview using INTERVIEW_NOTES.md template and fill in candidate responses. 2. Run /assess-interviews (or say 'Assess interviews' in Copilot). 3. The interview-assessor reads notes/transcription, applies role-specific scoring rubric (IC: 1-5 per question, Manager: higher standard checking for leadership scope). 4. Generates INTERVIEW_ASSESSMENT.md with scores, exact quotes, average, and recommendation. 5. candidate-summary-distiller creates HR_SUMMARY_INTERVIEW.md. Output: scored interview with recommendation and interview HR summary.

Included Skills

No skills in this group

What's required to run this?

The /assess-interviews command scans evaluation folders for INTERVIEW_NOTES.md, interview notes, or transcription files (.vtt, .srt, markdown). interview-assessor parses Q&A pairs with exact quote extraction, applies role-specific scoring thresholds from config, and checks manager-specific patterns (ticket jockey detection) before producing assessment.

Key Features

interview-assessor

Scores IC and Manager interview responses with exact quote extraction, calculates average, checks for red flags

IC Scoring

1-5 per question: 5=specific example+reasoning+learning, 4=specific+reasoning+solid outcome, 3+=adequate, <3=weak

Manager Scoring

Higher bar: 5=org/multi-team impact, 4=multi-team impact, 3=team-level, 2=individual scope, 1=cannot answer or ticket jockey

candidate-summary-distiller

Creates interview-phase HR summary from assessment (exactly 2 sections: Strengths and Opportunities)

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Ishani D.

Account Manager at G2