A working workspace
Organize work around roles, tasks and evidence.
Industrial AI products
Equipment Health & Predictive Maintenance
Monitor equipment, connect anomaly evidence with maintenance knowledge, and turn alerts into actionable maintenance tasks.
PRODUCT IN FOCUS
See how the product works
Browse workspaces, operations and results. Select a thumbnail to switch views, or enlarge an image to see the detail.
Enlarge ↗01 / 06Equipment fleet state and risk ranking
Enlarge ↗02 / 06Equipment health workspace
Enlarge ↗03 / 06Asset diagnosis and maintenance advice
Enlarge ↗04 / 06Equipment efficiency and anomaly trends
Enlarge ↗05 / 06Maintenance knowledge and case retrieval
Enlarge ↗06 / 06Equipment relationships and knowledge graph
WORKFLOW
From input to business action
Equipment managers, maintenance engineers and shift leaders, working with IT and automation teams.
- 01
Asset register
- 02
Health and risk ranking
- 03
Trend and anomaly analysis
- 04
Cause candidates and maintenance evidence
- 05
Inspection or repair
- 06
Engineer feedback
DELIVERABLES
What you receive
An equipment workspace, read-only connections, equipment models and thresholds, maintenance knowledge, alert and work-order flows, monitoring and user training.
Configured capabilities
Configure equipment families, signals and operating conditions; align timestamps and IDs; deduplicate alerts; adapt time-series and fault models; map maintenance knowledge.
Ongoing operation
User training, monitoring, version management and feedback are included in delivery planning.
CASE EVIDENCE
A real change in the same kind of work
An advanced memory-packaging factory
Read-only equipment connections combine fleet heatmaps, parameter trends, anomalies and maintenance knowledge in an engineer workspace.
≥85%UPH deviation recognition accuracy
MinutesAnomaly localization reduced from hours
Source: Vectoken Product Casebook 2026, pp. 5–6. Metrics retain their original case scope; outcomes depend on implementation conditions.
CONFIGURATION
Connect your data and adapt to your work
Configure equipment families, signals and operating conditions; align timestamps and IDs; deduplicate alerts; adapt time-series and fault models; map maintenance knowledge.
PRODUCTION OPERATIONS
Keep tracking outcomes after activation
Before activation, check agreed quality, permissions, operation and recovery. After launch, user feedback and expert review inform evaluated, approved releases.
Acceptance & activation
Accept against real tasks, train users and hand over operations.
Quality & feedback
Keep evidence, human confirmation and corrections, and monitor outcomes.
Versions & upgrades
Retain evaluation, change and rollback records for knowledge, model or configuration updates.
MORE POSSIBILITIES
Discuss a new applicationMore tasks to improve? Build the next product with us.
Research and validate your workflows, data and goals together, using existing products and VIF to develop the next capability.
LET’S TALK
Start with one concrete task
Tell us the goal and current conditions to identify product fit, scope and delivery.