Detect and stop runaway LLM costs and prompt/output drift

Detect and stop runaway LLM costs and prompt/output drift targets a $6.0B = 1.5M businesses × $4K ACV total addressable market with medium saturation and a year-over-year growth rate of 35% YoY growth driven by LLM adoption and AI ops demand (industry reports and vendor growth signals).

Key trends driving demand: LLM adoption across product teams — as more teams move LLMs into production, they need operational tooling to manage costs and quality.; Shift from model experimentation to production governance — engineering orgs demand guardrails, explainability, and billing controls.; Multi-provider strategies — teams use multiple LLM providers to balance cost and performance, creating need for cross-provider cost attribution and substitution.; Rise of FinOps for AI — finance and engineering collaboration increases demand for visibility, budgeting, and automated controls to avoid surprise bills..