SAP data maintenance with artificial intelligence

More effectiveness through APICON Data Master with AI rules

Machine learning for SAP master data management

Self-learning rule system

The seamless integration of an AI system into the APICON Data Master can significantly reduce the effort involved in SAP master data maintenance. This is because this AI system is able to independently derive rules for this data from existing SAP data. This opens up completely new possibilities for both the analysis and maintenance of master data. The self-learning system often eliminates the need to create explicit check or assignment rules for SAP field values. This dramatically reduces the effort required to implement and maintain a rule-based master data cockpit in the APICON Data Master.

The rule system in the Data Master is still available for explicit rules and rule groups. This allows hybrid applications with clearly formulated rules and AI rules with an indication of their trustworthiness (confidence) to be implemented as required.

Preconfigured use cases

Thanks to predefined use cases, the solution can be used within a few days. The AI determines rules for the following applications:

  • Assignment (classification), e.g. to part family or product group
  • Data enrichment, e.g. determining the procurement type or fields depending on organizational units (plant)
  • Validation, e.g. detection of input errors (typing errors, incorrect decimal point)
  • Extraction of field values (attributes) from texts, e.g. from the long text of the material or sales text
  • Duplicate detection: which data is identical or similar in SAP
Advantages of Data Master AI
  • Training on premise with your own real data
  • Determines default values for creating and changing SAP data
  • Saves you having to set up a set of rules
  • Works across data objects in SAPtranslator

AI integration in data master applications

Like all Data Master functions, the AI functions can be parameterized in the Data Master system settings. This allows them to be integrated into the applications and menus as required. The advantages of the modular structure and complete integration in a certified add-on are also evident here.


Data analysis

  • Listing of the field values available in SAP (actual values) and the values determined by the AI using rules (expected values)
  • Graphical display of deviations between the actual values and the expected values in dashboards
  • Duplicate search

Task management

  • Generation of tasks, e.g. in the event of deviations

Intelligent editor

  • Display of default values when entering data with confidence
  • Checking entries by comparing them with expected values

Mass maintenance

  • Change of implausible values with expected values with high reliability (confidence)

SAP data objects

The AI system can be used for all data objects in SAP. The following data objects are typical

  • Material master and classification (class system with characteristics)
  • Parts lists
  • Routings and recipes
  • Purchasing info records
  • Business partners