Isn't this just employee surveillance?

It is the opposite. A mirror with a coach. The employee sees their own data first and their personalized learning in the same surface. By default, no individual user data is shared with managers or admins. They see aggregate only. The user can choose, in the app, to share any or all of their granular skills data at any time, and revoke that sharing the same way.

Architecturally, Ambient inverts the design flaw every prior "people analytics" tool shared: the organization seeing the data before the individual. That is why every prior continuous-measurement effort stalled at pilot, and why this one does not.

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