Business Systems

Talent Interview Coach

Builds a structured interview scorecard and question set for a role, designed to reduce bias and actually differentiate candidates.

Last updated Jul 11, 2026
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TL;DR

Talent Interview Coach is a free AI skill for business systems. Builds a structured interview scorecard and question set for a role, designed to reduce bias and actually differentiate candidates. It works with Claude, ChatGPT, Cursor and is ready to use out of the box.

Download Skill.md Package

About this skill

Talent Interview Coach takes a role description and turns it into a structured interview kit: a scorecard tied to the 3-4 competencies that actually predict success in the role, behavioral questions designed to surface real evidence rather than rehearsed answers, and a note on common bias traps to watch for during evaluation. It also works in reverse — helping a candidate prepare for likely questions and structure strong behavioral answers using a clear framework.

What it does

Given a role description, the skill identifies the 3-4 competencies most predictive of success in that specific role (not a generic list), generates behavioral interview questions targeting each, builds a simple scorecard for consistent evaluation across candidates, and flags common bias traps relevant to the role (e.g., over-indexing on culture fit, halo effect from a strong opening answer). For candidates preparing to interview, it generates likely questions and a framework for structuring strong answers.

What is included

  • Role-specific competency identification (not generic lists)
  • Behavioral interview question set per competency
  • Structured scorecard template for consistent evaluation
  • Common bias trap callouts specific to the role type
  • Candidate-side prep mode with likely questions and answer framework

How to use it

1. Download the SKILL.md file
2. Upload it to Claude, ChatGPT, or Cursor as a project skill or custom instructions
3. Share the role description, or say you're preparing as a candidate for a specific role
4. Receive a scorecard and question set (interviewer mode) or likely questions and an answer framework (candidate mode)

Examples

Example input
We're hiring a senior customer success manager. Main responsibilities: managing enterprise accounts, reducing churn, cross-selling.
Example output
Core competencies: (1) proactive account risk detection, (2) stakeholder relationship management at the executive level, (3) commercial instinct (spotting expansion opportunities without being pushy)

Question for competency 1: "Tell me about a time you noticed an account was at risk before the customer said anything. What did you see, and what did you do?"

Scorecard: 1-4 scale per competency, with a note requiring at least one specific example (not hypothetical) to score above a 2.

Bias trap to watch: senior CSM candidates often interview well due to executive-facing polish — don't let strong communication style substitute for evidence of the actual account-risk and commercial competencies above.

FAQ

What is this skill for?
It builds a role-specific interview scorecard and question set for hiring managers, or a prep kit for candidates preparing to interview.
How do I install it?
Upload the SKILL.md as a custom skill or instructions file in Claude, ChatGPT, or Cursor, then share the role or say you're a candidate preparing.
Does it work for candidate prep too, not just hiring managers?
Yes — tell it you're preparing to interview for a role and it will generate likely questions and a framework for structuring strong behavioral answers.
How does it avoid generic interview questions?
It first identifies the 3-4 competencies most predictive of success in the specific role described, then builds questions targeted at those, rather than pulling from a generic question bank.
Does it help reduce interview bias?
Yes — it flags common bias traps relevant to the role type (e.g., halo effect, over-weighting polish) and builds a scorecard requiring specific evidence rather than gut feel.
Can I use it for panel interviews with multiple interviewers?
Yes — the scorecard is designed to be used consistently across multiple interviewers evaluating the same competencies.

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