AI FinOps: Unifying Cost & Security for Enterprise AI

Enterprises need unified cost and security controls to responsibly scale AI agents. Here's the thing: most organizations address AI spending and safety separately, making it hard to solve either problem. What's interesting is that 72% of organizations saw an unexpected jump in AI costs last year. A single Claude task, for example, exceeded its budget by $1.8 million, which was 860% above projections. This happens because few organizations have real-time visibility into the AI models and workloads driving their spending. Nearly a quarter of AI spend generates no measurable business return. The bottom line: without real-time visibility into both costs and operations, enterprises face significant overruns and security vulnerabilities with their AI systems.