Candidate scorecard builder
An agent skill that turns any job description into a structured, evidence-based scorecard built on the six pillars of AI-first talent.
Candidate Scorecard Builder
Purpose
Convert a job description into a structured interview scorecard that separates domain excellence from leverage, so interviewers score evidence instead of impressions.
When to use
- A new role is opening and no scorecard exists.
- An existing scorecard lists responsibilities instead of measurable signals.
Instructions
- Read the job description and extract: the core outcome of the role, its top three recurring workflows, and the stakeholders it serves.
- Define 4-6 must-have competencies. Each must be observable in an interview or work sample. Reject anything that cannot be evidenced.
- Map each competency to one of the six pillars: Architect, Entrepreneur, Operator, Auditor, Explorer, Multiplier. Flag any pillar that is critical for the role but unscored.
- For each competency, write:
- one behavioural question ("tell me about a time…"),
- one scenario question ("how would you approach…"),
- a 1-4 rating anchor describing what a 1 and a 4 actually look like.
- Add one work sample task that uses the real tools of the role, timeboxed to 60 minutes.
- Output as a markdown table: Competency | Pillar | Question | Evidence of 4 | Evidence of 1.
- End with three disqualifying signals specific to this role.
Rules
- Never invent requirements that are not implied by the job description.
- Prefer fewer, sharper competencies over long lists.
- Every competency must be scoreable by two different interviewers with the same result.
Want this installed in your hiring process?
We run a 30-minute intro call to map your roles against the AI-first framework.
Book a 30-min intro callRelated reading
AI-first take-home challenge designer
An agent skill that designs take-home challenges where a perfect result is useless without a process artifact — so you can tell who built it, not who pasted it.
AI-first CV screening rubric
An agent skill that screens CVs for leverage signals instead of buzzwords — connectors over users, the lazy-AI check, and a structured pass/hold/decline call.
AI-first onboarding plan builder
An agent skill that turns a role into a 30-60-90 day onboarding plan that protects the leverage mindset from day one — sandboxes, guilds, and a first-system milestone.