AI report hallucinations - automated provenance and audit layer

AI report hallucinations - automated provenance and audit layer targets a $6.0B = 200k mid+ enterprises x $30k ACV. Reasoning: 200k target accounts (global firms with repeatable reporting/compliance needs) adopting an enterprise provenance / verification tier at roughly $30k annual contract value. total addressable market with medium saturation and a year-over-year growth rate of 20-35% growth in enterprise spend on AI governance and security tools as agents move into core workflows.

Key trends driving demand: Agentization of workflows - daily use of automated agents for reporting and research increases frequency of outputs that need verification, enlarging the addressable problem.; Regulatory scrutiny - AI transparency rules and procurement requirements are pushing companies to demand provenance and explainability artifacts for automated outputs.; Shift from quality to trust - as model writing quality improves, buyers prioritize trust, traceability, and liability reduction over incremental writing improvements.; Integration-first enterprise buying - customers prefer solutions that plug into existing agents, document stores, and SIEM/GRC systems rather than standalone UIs..