Cut runaway LLM agent costs with automated orchestration and cost-aware observability

Cut runaway LLM agent costs with automated orchestration and cost-aware observability targets a $6.0B = 2M developer teams × $3K ACV total addressable market with medium saturation and a year-over-year growth rate of 30% YoY — rapid growth in AI developer tooling and LLM usage driven by investment and adoption (Source: industry analyst summaries 2023-25).

Key trends driving demand: Proliferation of models — multiple performant models (open and closed) create opportunities to route requests by cost/latency, enabling automated savings.; Shift to API economics — LLM usage is a recurring operational cost line-item that procurement and engineering teams now scrutinize, increasing demand for cost-control tools.; Agentization of apps — more applications are built as multi-step agent flows which compound per-call costs and create a need for orchestration-level optimizations.; Observability for AI — teams expect granular observability similar to application monitoring, which creates demand for developer-first telemetry and automated remediation..