Generating Data Usable for AI
The Data Foundation for Savings | The Luminarity UPR - Unified Part Representation®
Luminarity transforms engineering data into an AI usable format. The bottom line: unparalleled transparency and an excellent foundation of fact-based data, for fact-based answers. The UPR - Unified Part Representations® created by Luminarity solve the “GarbageIN, GarbageOUT” problem and meet the high requirements of the EU AI Act. When combined with the Luminarity MCP Server, this results in enormous benefits:
1. Complete Anonymization
With the UPR - Unified Part Representation® Technology, product-describing data is completely anonymized. Sensitive information such as company names or project identifiers are systematically removed, while technically relevant information is fully preserved. A UPR - Unified Part Representation® is fully compliant with actual data protection regulations.
2. Silent Files Become Talking Data
Luminarity structures engineering data and makes it searchable. Engineers can specifically search for geometric features, materials, or tolerances – in seconds across thousands of components. Combining it with the Luminarity MCP Server makes it possible to integrate any AI agent - in full compliance with data protection regulations.
3. Measurable Data Quality
Luminarity can objectively measure data quality and identify inconsistencies, missing information, or quality deficiencies. Companies gain clear insight into the state of their design databases.
4. Adaptive Reprocessing Function
The reprocessing function enables the AI to be retroactively trained on new parameters. Existing datasets can be enriched with additional information – without manual rework.
5. Master Data Enrichment
Master data benefits substantially from the newly, structured data. Data quality within companies is raised to a new, unprecedented level. Luminarity CONNectors ensure that master data is enriched in a fully automated manner.
6. MCP-Server ready
The Luminarity UPR - Unified Part Representation can be used directly with the Luminarity MCP Server to integrate various AI-Agents like ChatGPT, CoPilot or Claude.ai. The Luminarity UPR - Unified Part Representations® are completely non-sensitive, as they are anonymized. The Luminarity UPR-Technology® complies with the EUA AI-Act.

Conclusion
The Luminarity UPR technology is the key to digitizing company knowledge. Luminarity transforms silent CAD files into speaking data that can be analyzed, optimized, and intelligently utilized.
About Luminarity
![]() |
shouldcosting GmbH, headquartered in Switzerland, celebrated its 10th anniversary last year. The concentrated expertise of shouldcosting GmbH has been integrated into the Product Data Intelligence SaaS platform Luminarity. For this purpose, Luminarity AG was founded. The company is revolutionizing mechanical engineering. Contact Luminarity: +41 55 536 02 12 or via e-mail:

