Maintenance priority should not be determined by alarm count alone. Risk, asset criticality, behavioral change and operational impact need to be evaluated together. Scores combine these signals in a shared decision framework and help field teams see where to look first.
Why is an alarm list not a maintenance plan?
Hundreds of measurement points may generate warnings at the same time. Some alarms come from short process changes, some from measurement quality and others from a developing equipment issue. Ranking only by frequency can place low-impact repetition ahead of a rare but critical finding.
Which data can support a maintenance risk score?
When available, load profile, operating hours, start frequency, current imbalance, power quality, anomaly density and previous interventions can be evaluated together. Because every facility has a different asset structure, weights should be established through technical discovery and field validation.
Why must a score be explainable?
A statement such as “score 72” does not create an action. Teams need to see when the score increased, which signals contributed and what changed against comparable conditions. Explainability allows maintenance specialists to test an analytical result against field knowledge.
- Show the reason and trend with the score.
- Separate critical assets from low-impact warnings.
- Record field feedback after inspection.
- Do not present a score as a certain failure prediction.
How do scores support planned maintenance?
A priority score can inform weekly inspection lists and work-order sequencing. The goal is not to remove established maintenance discipline; it is to direct limited people and time with more consistent evidence. Safety procedures, manufacturer instructions and statutory checks remain authoritative.
Cinga’s five decision-support categories
Cinga is designed to organize signals under maintenance risk, power quality, efficiency loss, anomaly and intervention priority. These scores provide a starting point for field investigation; they are not a performance guarantee or automatic fault diagnosis.
Frequently asked: Does a high score mean the asset will fail?
No. A high score indicates that the asset deserves closer investigation under the defined conditions. The final assessment requires physical inspection, process context and qualified engineering judgment.