Detect runaway AI agent spend same day with 3-sigma alarms

Detect runaway AI agent spend same day with 3-sigma alarms targets a $6.0B = 2.0M businesses x $3.0K ACV, reasoning: roughly 2M small and mid sized engineering organizations worldwide that would subscribe to developer-focused cloud cost/agent monitoring at an average annual contract value of $3K. total addressable market with medium saturation and a year-over-year growth rate of 35%+ driven by AI agent adoption and cloud spend visibility demand.

Key trends driving demand: Autonomous agents adoption -- more teams run always-on agents that consume API and compute continuously, creating new cost patterns to monitor.; Higher-frequency billing telemetry -- cloud and API providers expose near real-time usage events enabling same-day anomaly detection.; Engineering-owned cost accountability -- platform and SRE teams are increasingly responsible for cloud spend, preferring engineering-first tools.; Shift to higher variable AI costs -- fine-tuned models, longer contexts, and multimodal workloads increase spend volatility per request..