EU AI Act Article 4(b) prohibits employer-side classification of individual AI literacy. Managers see aggregate signals only; member-level mastery, tier, and ALI score are not exposed. This is enforced at the database (RPC) level, not just the UI.
What managers see
Team Skill Radar
Aggregate strength across Clarity, Context and Confidence pillars for the group as a whole.
Practice cadence
How often the team is using the Lab, Composer and Stress Test this week vs last. Group-level only.
Topic mix
Which kinds of work the team is bringing to AI (drafting, analysis, summarisation). Helps target Academy sessions.
Academy nominations
Nominate members for upcoming Academy seats. Nominated members get a 3× boost in the seat reservation logic.
Any view of fewer than 3 members suppresses the data. This protects individuals in small teams from being de-anonymised by exclusion.
Access
Managers reach the portal via a signed link from their workspace. The link is time-limited and tied to a 32-byte hash, so it can't be guessed or shared usefully.