Predictive Maintenance

KI Fähigkeiten

Technologien

Herausforderung

Das Problem

Production data from MES, ERP and machine controls exists, but it does not create a reliable view of machine states, early indicators and failure causes. Maintenance and servicing therefore follow fixed intervals or only react once downtime occurs. The know-how of individual experts replaces systematic condition monitoring and makes dependable asset availability harder to achieve.

Lösung

Hier setzen wir an

Predictive maintenance connects production, machine and maintenance data into one continuous foundation for manufacturing predictive maintenance. Artificial intelligence detects patterns before downtime, evaluates deviations during live operations and turns fragmented machine monitoring into robust condition monitoring. This creates prioritised maintenance recommendations, stronger asset health monitoring and clearer visibility into the drivers of failure. The result is higher asset availability and a shift from reactive maintenance to data-driven decision-making.

Ergebnis

Der wirtschaftliche Hebel

The economic lever is cost prevention. Artificial intelligence identifies critical deviations before unplanned downtime, allowing maintenance and servicing to move into scheduled production windows. This prevents follow-on costs from production interruptions, ad hoc interventions, emergency measures and avoidable equipment damage.

Der strategische Wert

Automation: Artificial intelligence continuously evaluates machine monitoring, condition monitoring and failure patterns, reducing manual analysis work in maintenance teams.
Speed: Early indicators of disruption are detected in real time, enabling teams to respond faster to critical developments and prevent downtime earlier.
Knowledge retention: Tacit expertise from maintenance and industrial servicing is structured into models, rules and root-cause patterns that remain usable across sites.

Intelligent Service Ticketing

Artificial intelligence captures, prioritises and routes service requests faster and more clearly.

Intelligent Order Matching

Artificial intelligence speeds up order checks, document verification and invoice verification in procurement.

Administration

Intelligent Knowledge Search

Artificial intelligence makes internal knowledge instantly searchable, understandable and usable by role.

Administration

Intelligent Master Data Validation

Artificial intelligence detects data errors early and stabilises master data management and process automation.

Optimise Lending Intelligently

Artificial intelligence makes lending decisions faster, more precise and economically more effective.

Sales

Sales Meeting Notes

Artificial intelligence turns conversations directly into CRM documentation, tasks and reliable follow-ups.

Sales

Churn Analysis and Customer Reactivation

Artificial intelligence prioritises churn risks and win-back potential for stronger customer retention in B2B.

Automated Invoice Checking

Artificial intelligence checks incoming invoices, matches documents and routes exceptions with precision.

Utility Bills Analysed Intelligently

Artificial intelligence automates document analysis, invoice data extraction and anomaly detection in utility bills.

Draft Statements Faster

Artificial intelligence accelerates research, case handling and the creation of consistent statements.

Procurement

Intelligent Demand Planning

Artificial intelligence automates demand planning, reordering and material procurement with precise order proposals.

Automated Audit Report Review

Artificial intelligence speeds up audit report review in financial statement audits and improves report quality.

Precision Production Planning

Artificial intelligence improves production planning, capacity planning and material availability in real time.

Automate Complaint Management

Artificial intelligence speeds up complaints, prioritises deadlines and shortens root cause analysis.

Intelligent Workforce Scheduling

Artificial intelligence creates schedules faster, more accurately, and in line with availability and demand.

Controlling

More Accurate Project Planning

Artificial intelligence improves effort estimation, resource planning and capacity planning in complex projects.

Automate Timesheet Processing

Artificial intelligence captures timesheets accurately and transfers hours directly into downstream processes.

Human Resources

Accurate Call Centre Staffing

Artificial intelligence improves forecasting, scheduling and staffing in the contact centre automatically.