Absolutely agree and what’s even more interesting is how this hybrid model is redefining the responsibilities of data teams. As AI handles the operational side of reporting, the focus shifts from producing slides and PDFs to building the governance, definitions, and frameworks that keep real-time insights trustworthy. The challenge now is ensuring that AI-generated answers stay aligned with official metrics, validated anomalies, and broader business context. This is why structured reporting becomes the anchor point: it provides the narrative, consistency, and alignment that ad-hoc AI queries can’t guarantee on their own. When organizations combine the speed of AI with the stability of traditional reporting, they create a system where agility and accuracy reinforce each other—turning data into a dynamic, reliable decision engine.