When enterprise AI doesn't perform reliably in production, the AI model is rarely the problem. The data underneath it is. The semantic layer is how organisations fix that, and why global companies like IKEA, AstraZeneca, and Netflix have made ontologies and knowledge graphs core infrastructure.