01
Start with the item brief
Choose the framework, objective, item format, difficulty, and generation constraints before a provider receives the task.
Governed AI authoring
Turn a clear assessment need into review-ready drafts while keeping framework, difficulty, item type, source, and governance context visible.
Generation flow
01
Choose the framework, objective, item format, difficulty, and generation constraints before a provider receives the task.
02
Edit, compare, validate, and route generated material through human review before it reaches an assessment or learner.
03
Provider routing, model selection, token accounting, and audit activity remain controlled by ProficiencyAI AI Governance.
Governed by design
Authentication, organization boundaries, roles, provider credentials and material access rules stay with the shared ProficiencyAI platform, so a focused product never becomes a separate copy of your data.