# Productivity Analytics

> Use MARFI Insight AI to understand productivity patterns, tool usage, idle time, and recurring workflows from real workplace telemetry.

Canonical URL: https://insight.marfi.app/productivity-analytics

Productivity analytics should explain how work moves through tools, teams, interruptions, and machines. MARFI connects activity telemetry with categorization, idle detection, workflow mining, and per-sensor drill-downs so teams can improve work without guessing.

## Audience

Operations, finance, support, delivery, and executive teams measuring how time turns into output.

## Search Intent

Find a privacy-aware productivity analytics platform for real app, site, and workflow data.

## See the work pattern behind the metric.

MARFI shows where active time goes across apps, sites, categories, and devices. Leaders can inspect the pattern behind a productivity shift instead of reacting to aggregate dashboards with no behavioral context.

- Top apps and sites
- Active versus idle time
- Productivity categories
- Per-device timelines

## Recurring sequences surface automatically.

Repeated work paths are often where training, automation, staffing, and process redesign have the highest return. MARFI mines recurring sequences from real session data so the team can see the process that people actually follow.

## Ask questions against your own telemetry.

Tenants can bring their own LLM key for the assistant. Keys are encrypted at rest and decrypted only in memory per request, so teams can analyze productivity without handing MARFI a token budget or provider lock-in.

## FAQ

### Does productivity analytics require screenshots?

No. The Insight plan provides productivity analytics from telemetry without screenshots. Screenshots are Trajectory-only and require explicit consent.

### How does MARFI bill AI assistant usage?

MARFI does not add an AI token fee. Tenants bring their own LLM key and pay their provider directly.

## 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.
- [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.
- [MARFI vs Time Tracking](https://insight.marfi.app/compare/marfi-vs-time-tracking): Compare MARFI workforce telemetry with traditional time tracking and timesheets for productivity analytics and workflow visibility.
- [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.