Learner Evidence Reviewer
Reviews submitted learner evidence for clarity, sufficiency and authenticity prompts.
Drafts a risk-based internal quality assurance sampling plan for a cohort or team.
Weights new assessors, new standards and previous findings.
Spreads sampling across assessors, units and learner stages.
Records why each sample was selected.
Produces a plan structure you can adapt to your own template.
Every workflow includes a professional review step. The skill prepares structured output; the decisions remain yours.
Demonstration output using fictional data.
Sampling plan — Autumn cycle
Demo dataGeneral-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.
Reviews submitted learner evidence for clarity, sufficiency and authenticity prompts.
Maps apprenticeship evidence against relevant knowledge, skills and behaviours.
Checks learner record information for internal consistency ahead of audit preparation.
IQA Sampling Planner
Coming soon