Problem
Volume without validity
Assessment teams need to generate large volumes of items, map content against frameworks, and provide evidence that outputs are valid and fit for purpose — without a reliable, audited process for doing so.
Use Case
Assessment Development
Framework mapping, generated content, validation evidence and assurance workflows.
The use case
Generating, evaluating and validating assessment content at scale — with an auditable record at every stage.
Workflow
Framework-driven generation
Load curriculum or competency frameworks into Library. Use Observatory to generate items mapped against framework nodes. Review, annotate and approve outputs through human review workflows before export.
Assurance
Evidence of validity
Every generated item carries a record of the framework version it was mapped against, the model and prompt used, and any human review decisions. Evaluation records support content validity arguments.