We run across several hyperscalers at global scale and can't cleanly allocate cloud spend by product line, business unit or region. Forecast overruns pushed engineering and finance into manual reviews, now including model-token spend. A good solution must be multi-cloud, attribute cost per business unit, cover LLM usage, and arrive enterprise-ready on procurement and legal.
Budget: $20K+Trigger: AI adoption pushStack: multi-cloud
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We face similar challenges but differently: our deployments span hyperscaler-hosted and sovereign on-premises. Cost allocation matters less than consistency—we need unified security baselines and cluster tooling that work offline across customer facilities, not multi-cloud billing aggregation.