Business AI Skills Verified

Build a defensible sampling plan in one sitting.

Drafts a risk-based internal quality assurance sampling plan for a cohort or team.

Works withChatGPTFuture compatibility: Microsoft Copilot, Claude, Gemini
IQAQualityManager

What this skill does

Applies risk factors

Weights new assessors, new standards and previous findings.

Covers the cycle

Spreads sampling across assessors, units and learner stages.

Explains rationale

Records why each sample was selected.

Outputs a plan

Produces a plan structure you can adapt to your own template.

Built for

IQAsQuality ManagersHeads of Quality

Example workflow

Every workflow includes a professional review step. The skill prepares structured output; the decisions remain yours.

  1. 1Add your source information
  2. 2Run the specialist skill
  3. 3Review the structured output
  4. 4Apply professional judgement
  5. 5Complete your task

Example output

Demonstration output using fictional data.

Sampling plan — Autumn cycle

Demo data
  • Assessor A (new to standard): 4 samples across early, mid and gateway stages.
  • Assessor B (previous action): 3 samples focused on feedback quality.
  • Interim standardisation: October, focus on judging sufficiency.

Why use a specialist skill?

General-purpose AI produces inconsistent results when given vague instructions. Business AI Skills provides structured specialist capabilities designed around a particular business task, with defined inputs, a predictable output structure and documented limitations — so the results are consistent across a whole team.

Known limitations

  • Outputs are drafts for professional review, not final records.
  • The skill does not make decisions about people, funding or compliance outcomes.
  • Only enter information your organisation permits on your chosen AI platform.

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