AI Assistant for ERP Integration: How COSMO CONSULT Simplifies Data Mapping

With the Mapping Agent, COSMO CONSULT is expanding the COSMO ERP Data Integration Framework to include AI-powered support for complex mapping tasks in Microsoft Dynamics 365 Business Central.

Artificial intelligence doesn’t just prove its value in grand future scenarios. It’s particularly effective when it simplifies specific tasks in everyday work—exactly where processes require a great deal of specialized knowledge, manual steps take time, and projects stall.

One example of this is data mapping in ERP integrations. Put simply, it involves mapping data from different systems so that it can be processed correctly in the target system. In integration projects, this step is crucial but often time-consuming. Creating, coordinating, and testing such mappings can require specialized work spanning several days.

With the COSMO ERP Data Integration Framework, COSMO CONSULT provides a solution for implementing integration processes in Microsoft Dynamics 365 Business Central in a structured manner. The framework serves as the technological foundation for mapping data flows between systems and reliably designing integration scenarios.

This is exactly where the Mapping Agent comes in. It extends the existing approach of the COSMO ERP Data Integration Framework by adding AI-powered support for mapping tasks. The goal is to make working with complex data mappings more accessible without removing business expertise from the process.

When companies integrate ERP systems with other applications, data from various sources must be organized into the correct structure. While this may sound technical, it has a direct impact on projects, processes, and collaboration. If suitable mappings are missing or require tedious adjustments, delays result. Teams are reliant on a handful of specialists, changes require coordination, and integration projects lose momentum.

This is precisely where it becomes clear why a framework alone is not always enough. It takes not only a stable technical foundation but also easier access to the tasks that need to be completed within that foundation. The Mapping Agent is designed to bridge this gap by guiding users through mapping tasks and supporting the creation or customization of configurations.

The Mapping Agent is developed using Microsoft Copilot Studio and works in conjunction with Microsoft Dynamics 365 Business Central and the COSMO ERP Data Integration Framework. Users should be able to describe their requirements in natural language rather than working directly with technical structures, tables, or configurations.

The assistant can capture requirements, ask follow-up questions, confirm intent, and help create or adjust appropriate mapping configurations. This makes a topic that was previously highly specialized accessible to more people within the company. Expert knowledge remains important, but getting started on the task becomes easier.

Lennart Flöte, Product Developer at COSMO CONSULT, sums up this idea: “The biggest benefit is that you no longer need specialized mapping information. You can just talk.”

The Customer-Zero principle is particularly important in this context. COSMO CONSULT first tests the Mapping Agent internally within its own integration environment before the approach is rolled out more widely. This ensures that AI support is not viewed in isolation, but is validated directly in the real-world scenarios where the COSMO ERP Data Integration Framework is used.

AI is not just about what is technically possible. What matters is whether a solution works in real-world processes, whether it provides meaningful support to users, and whether it makes complex tasks more manageable and reliable.

The internal pilot project is already demonstrating the potential of this approach. Early results suggest that the time required to create a mapping can be reduced from about one day to two to three hours.

The Mapping Agent demonstrates how artificial intelligence can effectively complement existing ERP solutions. It’s not about making integration projects appear artificially simple. Data mapping remains a challenging component of ERP integrations. But AI can help make this work more accessible, reduce repetitive steps, and decrease reliance on individual specialists.

For companies, this is an important perspective: AI becomes particularly valuable when it is embedded in existing solutions and improves specific tasks. In the case of the Mapping Agent, this means that the COSMO ERP Data Integration Framework remains the foundation for structured integrations. The Mapping Agent complements this foundation with dialog-based support for complex mapping tasks.

Download the case study and learn how COSMO CONSULT is taking the COSMO ERP Data Integration Framework to the next level with AI-powered data mapping.

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