Most AI teams have plenty of dashboards, but very little insight. While visibility provides the numbers, it fails to explain the behavior behind them. A dashboard can show you that storage costs are spiking, but it won’t tell you why.

In most organizations, cloud cost reduction is treated as a simple technical exercise: find the unused resources, shut them down, and move on. But for AI teams, this “slash and burn” approach creates more risk than value. Machine learning environments