KostAI

LLM FinOps provides an operating layer for managing large language model usage, focusing on cost optimization, orchestration, and quality assurance. Key features include: • Local-first, open-source architecture • Token spend optimization via routing, compression, and caching • Quality gates for output evaluation • Proof of savings before broad deployment • No default telemetry or centralized control This system empowers employees with skills to manage their agent interactions, ensuring efficient resource use and improved output. It routes calls, minimizes waste, and maintains local processing for sensitive workflows. The framework is designed for voluntary adoption within an organization, prioritizing user autonomy and transparency over intrusive monitoring. Built for engineering teams and financial operations professionals, LLM FinOps addresses the impending "frontier-model tokens" cloud bill. It helps organizations establish a foundational control layer to prevent compounding token spend and architectural drift. The platform supports a measured approach to cost reduction, allowing users to pilot changes and verify savings before full integration, aligning with existing cloud financial management principles.