AI productivity monitoring reads operational signals — calendar density, application focus, ticket flow, code commits — and produces role-specific dashboards for ICs, managers, and execs. It is not surveillance: there are no keystrokes, no screen scraping, no behavioural inference outside the work task. The view the manager sees is the same view exposed to the employee. The audit trail is purpose-bound to the management question, short-retention, and configurable per role. Measurement of work, not measurement of the worker.