AI Governance Software Market

AI governance products help organizations understand where AI is being used and manage its risks throughout deployment.

Offerings include AI inventories, policy and approval controls, model auditing, documentation, continuous monitoring, and security tools for shadow AI—the use of AI systems outside formal oversight. Regulatory requirements and frameworks such as the EU AI Act and NIST AI Risk Management Framework help shape demand, while vendors range from IBM and Microsoft to specialist providers including Credo AI and ModelOp. The market also includes implementation and assurance services that support organizations in putting these controls into practice.