The cloud infrastructure landscape has exposed the fundamental limitations of visibility-only cost reporting platforms. With AI infrastructure spending growing by 166% year-over-year, classical cost-accounting frameworks have become largely obsolete. Modern workloads require active runtime remediation rather than retrospective billing ledger...