Governed AI authoring

Create assessment items with a guided AI workflow.

Turn a clear assessment need into review-ready drafts while keeping framework, difficulty, item type, source, and governance context visible.

Generation flow

  1. 01Brief
  2. 02Constraints
  3. 03Draft
  4. 04Compare
  5. 05Review

01

Start with the item brief

Choose the framework, objective, item format, difficulty, and generation constraints before a provider receives the task.

02

Keep every draft reviewable

Edit, compare, validate, and route generated material through human review before it reaches an assessment or learner.

03

Govern provider use

Provider routing, model selection, token accounting, and audit activity remain controlled by ProficiencyAI AI Governance.

Governed by design

One platform underneath, a focused surface on top.

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.