Difference
Time tracking measures declared effort.
Timers and timesheets can be helpful for billing or allocation, but they do not show how work unfolded across apps, sites, actions, and machine conditions.
Comparison
Time tracking asks. MARFI observes the work pattern.less self-reporting
Traditional time tracking records what someone says they worked on. MARFI captures the operational context around work so teams can understand tools, sequences, idle time, system health, and recurring workflows.
Built for
Teams replacing timesheets, manual productivity reporting, or lightweight time trackers.
Useful when you need to
Compare workforce telemetry with time tracking software.
MARFI
Telemetry makes the context visible.
MARFI helps teams see the actual work path: active time, apps, sites, categories, workflows, and optional trajectory data for AI teams.
When to choose
Use MARFI when the question is operational.
If the goal is payroll or client billing, a time tracker may be enough. If the goal is productivity analytics, workflow mining, AI training data, or operational redesign, telemetry is the stronger layer.
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FAQ
Does MARFI replace every time tracker?
No. Time trackers can still be useful for billing. MARFI is stronger when teams need operational visibility and workflow evidence.
Does MARFI require users to start timers?
No. Enrolled sensors capture telemetry according to plan and consent settings.