
The enterprise data landscape has reached a tipping point where the novelty of generative artificial intelligence has faded, replaced by the demanding requirements of autonomous production systems. Organizations no longer find value in simple chat interfaces that lack deep internal context or the ability to execute complex operations reliably. This shift has forced a fundamental redesign of how data platforms










