Your AI Workloads Are the New Cloud Sprawl — And Nobody Is Watching

AI is coming for your cloud budget before it comes for your job.

Everyone is talking about what AI will do to engineers. Nobody is talking about what AI services are doing to cloud bills right now.

Every team is spinning up AI workloads. LLM endpoints; vector databases; GPU instances; embedding pipelines. All of them expensive. Most of them ungoverned.

I have seen environments where AI service costs doubled in 30 days because nobody set a budget limit. No alerts. No guardrails. Just an invoice that surprised everyone at month end.

This is the new cloud sprawl. But instead of forgotten EC2 instances it is uncontrolled AI API calls and model inference costs running 24/7.