# Workforce Telemetry

> MARFI Insight AI turns work activity, app usage, system state, and consented actions into privacy-aware workforce telemetry for operations and AI teams.

Canonical URL: https://insight.marfi.app/workforce-telemetry

Workforce telemetry is the live operational signal behind modern work: which tools are used, where time goes, when machines are healthy, and which recurring workflows deserve attention. MARFI captures that signal with tenant isolation, consent controls, and a sensor that can support both analytics and AI training data.

## Audience

Operations leaders, AI teams, and regulated enterprises that need trustworthy visibility into real work.

## Search Intent

Learn what workforce telemetry is and how MARFI captures it without relying on self-reported time.

## 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

## 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.

## 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.

## FAQ

### Is workforce telemetry the same as employee monitoring?

No. MARFI positions telemetry as operational visibility with consent tiers, tenant isolation, retention limits, and data ownership controls. Insight does not capture screenshots.

### What does MARFI capture?

Depending on plan and consent tier, MARFI captures activity, app and site context, user actions, screenshots, and system metrics from enrolled macOS, Windows, and Linux machines.

## Related Pages

- [Productivity Analytics](https://insight.marfi.app/productivity-analytics): Use MARFI Insight AI to understand productivity patterns, tool usage, idle time, and recurring workflows from real workplace telemetry.
- [Privacy-Aware Employee Monitoring Alternative](https://insight.marfi.app/privacy-aware-employee-monitoring): MARFI is a privacy-aware alternative to old employee monitoring: telemetry, consent tiers, tenant isolation, and no Insight screenshots.
- [Security](https://insight.marfi.app/security): MARFI Insight AI uses tenant isolation, encryption at rest, TLS in transit, plan gates, and scoped capture controls for workplace telemetry.
- [Pricing](https://insight.marfi.app/pricing): MARFI Insight AI pricing is per sensor: Insight at $15 per sensor per month, Trajectory at $99, and Enclave as custom self-hosted annual licensing.