Definition
Telemetry is the factual layer under productivity.
MARFI collects app, website, activity, action, and system context from enrolled machines so teams can understand the work pattern, not just the final output. The result is a live map of work that can be analyzed by device, team, time window, category, and workflow.
- App and site activity by sensor
- Active and idle state over time
- System metrics attached to work sessions
- Actions and screenshots only when the user opted into those tiers
Why it matters
Self-reported work data misses the shape of the day.
Timesheets and surveys are useful for intent, but they rarely capture context switching, invisible operational load, or the actual software path used to complete a job. Workforce telemetry gives leaders a more honest baseline before they automate, staff, train, or redesign work.
MARFI approach
Privacy-aware by default, not as an afterthought.
Insight is telemetry-only and rejects screenshot data. Trajectory adds consent-gated visual replay and state-action-state trajectories for teams building AI training data. Each tier is explicit, auditable, and scoped to the workspace.
