Start from a task
Map one role to recurring work before choosing a model or vendor.
Fictional demo data
This is a planning prototype, not a live company dashboard.
No employee, assessment, usage or ROI data is stored. The cards show the information structure only.
Keep people in control
Show the input, output, check points and evidence status together.
Measure carefully
Only publish success or time-saving numbers after a defined sample and readback.
Start with one real task
Use the individual assessment prototype to describe a safe first experiment before designing an organisation-wide programme.