Agents break in production — detect failures, explain cause, auto-fix

Agents break in production — detect failures, explain cause, auto-fix targets a $80.0B = 5M potential buyers (enterprises & SMBs adopting AI ops) x $16K ACV total addressable market with medium saturation and a year-over-year growth rate of 35%+ (enterprise AI tooling & observability combined).

Key trends driving demand: Agentization of workflows -- Rapid spread of autonomous agents across functions increases failure surface and observability needs.; Shift to platformized LLM stacks -- Standardized SDKs and orchestration make integrating agent telemetry feasible at scale.; Compliance and safety scrutiny -- Regulators and enterprises demand audit trails, boosting demand for explainable failure logs..