Typical questions in different industries

Aviation
Which spare parts are needed in which quantity? How do I distribute them as efficiently as possible to my storage locations? How do I organize my maintenance and certification processes most effectively? When will a component on board break down?

Buildings
In which areas do heating and air conditioning systems not run with the expected efficiency? What are the causes of increased energy consumption in a particular area? Which hidden faults lie undetected in the building services installations?

Chemicals
Which irregularities in process flows lead to quality fluctuations? What influences do different properties of raw materials have on availability? Which factors are responsible for the most downtime?

Health
Which operating behavior has a negative effect on equipment? Is additional maintenance necessary to avoid major repairs? Where are the bottlenecks in processes or personnel planning and how can these be eliminated as cost-effectively as possible?

Infrastructure
Which components are particularly critical in case they fail? Where will increased maintenance measures pay off and where are they unnecessary? Which fleets of components fail particularly frequently and why?

Manufacturing and Production
Where are bottlenecks in vehicle production lines? What is the most robust investment to increase capacity? In which sequence can customized products be manufactured most efficiently? What causes frequent machine failures?

Metals and Mining
What occurrences disturb production? What steps are required to avoid unplanned downtime? What are the main causes of machine failures? How can the quality goals of end products be achieved more consistently?

Pharma
How can a distributor improve his inventory management? How can unnecessary scrap be avoided in production? How can process flows best be kept within tolerance windows?

Power and Heat
How can system availability be improved? Are all efficiencies as expected? How can maintenance efforts be reduced without having an increased number of production interruptions?

Pulp and Paper
What factors lead to a paper break? At what point do the chemical parameters no longer fit and how do they have to be adjusted to return to the ideal state? Are there mechanical problems in the pulp processing?

Smart Cities
How can producers and consumers best cooperate? What forecasts need to be improved to increase supply stability? Which components are most critical? What are the best steps to reduce risks?