- Manual particle counting rounds are labor-intensive and provide only point-in-time snapshots
- Temperature and humidity excursions often discovered after product quality is already affected
- Pressure differential monitoring across clean zones is fragmented — no unified view of containment integrity
- ISO 14644 compliance reporting is a manual, quarterly scramble that consumes engineering time
- Multiple monitoring systems (particle counters, environmental sensors, BMS) don't talk to each other
