# Operations Teams

> MARFI helps operations teams see live workforce telemetry, productivity patterns, device health, and recurring workflows.

Canonical URL: https://insight.marfi.app/solutions/operations-teams

Operations teams need to know where work is slowing down before it becomes a missed SLA, customer complaint, or staffing surprise. MARFI gives them a live view of work patterns and machine health.

## Audience

COOs, operations leaders, delivery managers, and support operations teams.

## Search Intent

Workforce telemetry and productivity analytics for operations teams.

## Know where the operational day goes.

MARFI shows active time, apps, sites, categories, and device status so operations teams can understand workload patterns without asking people to reconstruct their day.

## Find friction that dashboards miss.

Work often slows down in context switches, manual duplicate entry, stale tools, or unhealthy machines. MARFI helps make those patterns visible.

## Start with Insight, move to Trajectory where training data matters.

Ops teams can deploy telemetry-only Insight first, then add Trajectory for workflows that need visual replay or agent training examples.

## FAQ

### What can operations teams see in MARFI?

They can see live fleet status, app and site activity, active time, system metrics, productivity categories, and mined workflows.

### Is MARFI only for AI teams?

No. Insight is built for operations visibility even when a team does not need AI training data.

## Related Pages

- [Workforce Telemetry](https://insight.marfi.app/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.
- [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.
- [Workflow Mining](https://insight.marfi.app/workflow-mining): MARFI mines recurring workflows from real session telemetry so teams can find process patterns, bottlenecks, and automation candidates.
- [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.