Visibility
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.
Operations teams
A control surface for the way work really runs.live ops signal
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.
Built for
COOs, operations leaders, delivery managers, and support operations teams.
Useful when you need to
Workforce telemetry and productivity analytics for operations teams.
Improvement
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.
Rollout
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.
Answer engine ready
Plain answers for buyers and crawlers.
These pages are written to be useful to humans first, while giving search and AI systems clear, citable product facts.
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.