Use case · solution pattern, not a customer claim
Maintenance follows a calendar or an actual failure. Sensor values sit in a historian, faults in MES, and work orders in SAP PM. Data quality, timestamps, and few labelled failures constrain the modelling approach.
Data landscape
The first step is not a new platform for its own sake. It creates traceable access to the sources that shape the process today.
Siemens S7 or TIA Portal, OPC UA, MQTT, AVEVA PI, InfluxDB, other historian systems, MES, SAP PM, shift logs, and maintenance reports.
First project scope
A realistic starting point is condition monitoring for one asset and one failure mode. Thresholds, trend deviations, and condition indicators come before any promised failure probability.
Constrain
Select one critical asset and one professionally understood failure mode.
Connect
Align sensor values, timestamps, fault messages, and maintenance events.
Review
Have maintenance and asset experts assess condition indicators.
Observe impact
Observe warning time, data quality, event labelling, and asset availability.
The honest objection
The dependable response
Then no failure probability is promised. The starting point uses thresholds, trend deviations, and condition indicators while improving event labels in parallel.
Conditions
A sound starting point needs clear data, accountability, and boundaries. Missing conditions are made visible rather than hidden.
When personal data is processed, requirements include purpose limitation, data minimisation, access protection, and deletion rules. Works councils and data protection stakeholders should be involved early where the specific use requires it.
Personal accountability
Umar Qureshi, Data & AI Expert
The technical background spans data engineering and platform architecture through enterprise search and responsibly integrated AI systems. The assessment remains grounded in your process and system landscape.
Free initial assessment
We assess data access, failure mode, and a realistic monitoring start without prediction promises.
The initial consultation and joint use-case discovery are free and non-binding.
Contracts, amendments, and filings are distributed. Relevant clauses sit in full text while search and deadline lists depend on file names.
Property, lease, energy, and invoice data use different identifiers. Reports are assembled manually and anomalies surface late.
SOPs, hygiene policies, and device instructions are spread across repositories. Outdated copies remain in circulation while patient data raises the risk.
