Prevent AI agents from producing unchecked final reports with provenance

Prevent AI agents from producing unchecked final reports with provenance targets a $9.6B = 120,000 knowledge-work organizations x $80k ACV. Rationale: 120k mid-to-large orgs that run regular reporting and compliance workflows can justify enterprise-grade provenance and audit SaaS at $60k-100k ACV. total addressable market with medium saturation and a year-over-year growth rate of 30%+ YoY increase in enterprise adoption of LLM-driven knowledge-work and agent tooling, driving recurring demand for verification.

Key trends driving demand: Agentization of workflows -- Teams are deploying multi-step LLM agents that produce long-form outputs, increasing the volume of final artifacts that need verification; Regulatory scrutiny -- Emerging rules like the EU AI Act and guidance from securities regulators push enterprises to document provenance and human oversight; Trust and safety fatigue -- Organizations are unwilling to rely solely on manual review for frequent AI outputs, creating demand for automated verification; Source-first explainability -- Users expect citations and evidence in answers after experiences with tools that surface sources.