Job architecture work
Produce a role-by-competency matrix across a job family without hand-building the grid.
— Talent & Leadership
Maps a set of roles against required competencies and renders the result as a matrix, with clarification and review steps built in.
1–2 weeks → ~15 minutes
For a typical multi-document review workflow
No coding required
— USE CASES
Produce a role-by-competency matrix across a job family without hand-building the grid.
Show what changes between adjacent roles so progression conversations rest on competencies, not titles.
Define the competency requirement per role so hiring and deployment use the same reference.
— HOW IT BEHAVES
The mechanics behind this specific template — what it reads, what it calculates, and where a human stays in the loop.
A folder of material is processed as one set, so cross-document patterns surface instead of being read one file at a time.
Ambiguities are settled with you up front, so the run does not quietly assume the wrong scope.
The run pauses for a person to confirm the facts that matter before the deliverable is composed.
The pattern is visualised from the computed data, so the trend is legible at a glance.
Findings are written up as a document that reads like professional output rather than raw model text.
Each row gains derived columns from the analysis, keeping the source data and the judgement side by side.
Every talent & leadership team needs role competency matrix — and almost none of them do it the same way twice. Job architecture work is the typical trigger — produce a role-by-competency matrix across a job family without hand-building the grid. Done properly it is defensible; done at pace it becomes a judgement call nobody can retrace. And "properly" usually means 1–2 weeks of manual work.
Here the same job runs as a Skill. Your material goes in; a role-by-competency matrix with a chart comes out, alongside requirements consistent across every role in scope. The criteria, ordering and review points that make the answer trustworthy are encoded in the Skill itself — which is the difference between a structured method and a prompt someone pastes in. Net effect: 1–2 weeks down to ~15 minutes, no drift between runs, and every conclusion traceable back to the evidence behind it.
Role competency matrix exports as a structured SKILL.md file and is MCP-ready, so the same method runs in ChatGPT, Claude, Copilot or your own AI products. Adapt it to your methodology, and the intelligence stays yours — not locked to one vendor.
Build a competency framework
Groups and merges skills from role profiles, standards and existing drafts into a single structured, consistently worded competency framework.
Role benchmark research
Researches how a role is defined externally and reshapes the findings into a structured benchmark you can hold your own definition against.
Potential and readiness
Assesses potential and readiness separately against calibrated criteria, showing the supporting evidence behind each bucket for talent review discussions.