It provides intelligent routing, real-time security guardrails, full observability, AI agent governance, AI cost optimization with token compression, and business-outcome ROI measurement — all deployable as cloud SaaS or on-premises. Built on a decade of cloud FinOps expertise, OptScale AI brings the same cost discipline to every LLM call and MCP interaction. It is OpenAI API-compatible — teams switch their base URL and all existing code works without changes.