Series 16 - The Clean Core Imperative: Why Your AI Strategy Starts With the ERP

The connection between clean core ERP architecture and enterprise AI performance is not theoretical. It is structural. Every layer of the intelligent enterprise — from AI-powered financial close to autonomous procurement to real-time compliance monitoring — depends on data that originates in the ERP, flows through the integration layer, and arrives at the intelligence layer in a form the AI can co...

The debate about clean core in the context of enterprise AI has a different shape than the traditional clean core conversation. The traditional argument was about total cost of ownership — the cost of maintaining custom code, the cost of upgrades delayed by non-standard extensions, the cost of incidents caused by dependencies that nobody fully documented. These are real costs, but they are abstrac...

The clean core argument attracts a specific category of pushback from enterprise architects and SAP implementation leaders who have spent their careers building and maintaining customised ERP landscapes. The pushback is not that clean core is technically unsound. It is that it is organisationally unrealistic — that the customisations exist because the business required them, that the standard SAP...

Enterprise AI is being deployed on top of ERP systems that were never designed to support it. The models are sophisticated. The use cases are well-defined. The business cases are approved. And the results are consistently below what the demonstrations promised — not because the AI is wrong, but because the data it is consuming, and the systems it is asked to integrate with, carry the accumulated w...