Data as Competitive Moat: Why Context Matters More Than AI Models in Enterprise Software

In AI-powered applications, data quality and context have become more valuable than the underlying AI models themselves, which are increasingly commoditized. Unlike traditional SaaS with coded business rules, AI apps use non-deterministic models that rely on access to well-structured enterprise data. Companies that treat data architecture as a strategic priority will gain competitive advantages, leading to a shift in how software vendors compete.