Prevent runaway LLM API costs by enforcing per-loop token budgets and observability

Prevent runaway LLM API costs by enforcing per-loop token budgets and observability targets a $6.0B = 1,000,000 businesses × $6,000 ACV for LLM runtime governance and observability total addressable market with medium saturation and a year-over-year growth rate of 35% YoY estimated LLM/tooling adoption growth based on combined AI developer adoption reports from O'Reilly and McKinsey.

Key trends driving demand: LLM integration proliferates across business apps — more production LLM usage increases the frequency of cost incidents and demand for operational controls.; Finance and procurement teams are pushing for predictable cloud/AI spend — this creates a buying motion for cost-guarding tooling.; Developer-first SaaS tooling growth favors lightweight SDKs and API-level integrations — this lowers adoption friction for runtime guard products.; Observability is evolving to capture domain-specific traces (e.g., LLM conversations), enabling richer debugging and automated policy enforcement..