# BPO and Contact Centers

> MARFI helps BPO and contact center teams understand tool usage, handle-time friction, workflow repetition, and AI training opportunities.

Canonical URL: https://insight.marfi.app/solutions/bpo-contact-centers

BPO and contact center work often spans CRMs, knowledge bases, browsers, spreadsheets, internal tools, and ticketing systems. MARFI shows the pattern across those surfaces so leaders can improve workflows and training.

## Audience

BPO operators, contact center leaders, workforce managers, and automation teams.

## Search Intent

Productivity analytics and workflow mining for BPO and contact center teams.

## The ticket does not show the full work path.

A completed case may hide dozens of searches, context switches, copy-paste steps, and tool delays. MARFI helps reveal the desktop-level work behind service outcomes.

## Find coaching and automation opportunities.

Recurring workflows can reveal where training, macros, system integration, or AI assistance would remove friction.

## Convert expert workflows into demonstrations.

Trajectory can help collect consented examples from top performers so AI teams can train or evaluate workflow agents against real operational paths.

## FAQ

### Can MARFI show cross-app contact center work?

Yes. MARFI observes enrolled machines, including apps, sites, activity, actions, and optional screenshots depending on plan and consent.

### Is MARFI a workforce management suite?

No. MARFI provides telemetry, analytics, workflow mining, and training-data infrastructure that can complement WFM and QA tools.

## Related Pages

- [Operations Teams](https://insight.marfi.app/solutions/operations-teams): MARFI helps operations teams see live workforce telemetry, productivity patterns, device health, and recurring workflows.
- [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.
- [AI Training Data From Real Workflows](https://insight.marfi.app/ai-training-data): MARFI Trajectory converts consented workplace sessions into state-action-state training data for AI agents and workflow models.
- [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.