The team wants people ready for a role, workflow, launch, migration, or high-risk task, but only tracks completion.

Look for scenario performance, practice quality, coaching notes, confidence limits, manager checks, and errors before live work.

No technology

Add one realistic scenario or practice check before declaring the learner ready.

Microsoft 365 or Google Workspace

Use Forms, Excel, Sheets, or a shared scorecard to capture scenario criteria and reviewer notes.

AI-assisted

Ask AI to draft realistic scenarios and scoring criteria from approved workflow material, then have the work owner validate them.