abstract
Every enterprise ontology project eventually collides with the ERP. The data is there, the semantics are not, and a full schema migration is never on the table. This essay works through the practical design patterns for mapping ERP data structures onto a domain ontology without rewriting either — where to put the mapping layer, how to version it as the ERP configuration drifts, and which classes of semantic mismatch are worth modelling versus worth ignoring.
keywords
File-Based Knowledge Graphs and Retrieval-Augmented AI for Complex Project Delivery
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Anatomic Taxonomy-Based Medical Element Recovery from Speech-to-Text AI Transcripts in Radiology Reporting
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Cost Optimisation Strategies for Enterprise RAG Pipelines
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Working on something similar?
I'd be glad to compare notes — especially with practitioners running these ideas against real operational constraints.