Universal semantic layers: critical infrastructure or the next data fabric?
Summary
This article examines whether universal semantic layers will become core enterprise AI infrastructure or remain another overhyped data architecture trend. It argues that semantic layers matter because they create shared meaning across data systems, which helps AI, processes, and teams work with less ambiguity. The piece also notes that major vendors are racing to position their platforms around semantic layers, but many offerings still look like BI-era models with AI branding. It highlights the Open Semantic Interchange effort as a possible answer to portability and standards, while warning that the market is still unsettled. The core message is that CIOs should focus on governance, alignment, and interoperability before treating universal semantic layers as a buying mandate.
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