AI Third-Party Risk Management

AI third-party risk management is the discipline of assessing, contracting for, and continuously monitoring the risks introduced by AI vendors, model providers, and connected AI services that touch enterprise data and systems.

What AI-Specific Third-Party Risk Adds

Traditional third-party risk management (TPRM) evaluates vendors for security controls, financial health, and compliance posture. AI TPRM adds evaluation of AI-specific dimensions.

  • Model behavior: How the vendor's model behaves, what it does with inputs, whether it uses customer data for training.
  • Data handling: What the vendor does with prompts and outputs, retention policies, and geographic data flows.
  • Assurance evidence: The AI-specific attestations, audits, and framework alignments (like ISO 42001 or NIST AI RMF) the vendor can produce.

Why AI TPRM Is a Distinct Discipline

Enterprise AI is heavily dependent on third parties. Foundation models are almost always provided by external companies. AI-enabled SaaS is proliferating faster than traditional SaaS did. MCP servers and AI tools connect enterprise data to third-party AI systems in real time. Traditional TPRM was not designed to assess these dependencies, especially at the volume and speed of AI adoption.

See what keeps a CISO up at night: managing cyber supply chain risk for how CISOs are thinking about this expanded surface.

AI TPRM in Practice

Effective AI TPRM programs use structured AI-specific vendor questionnaires, require documentation of model behavior and data handling, monitor for material changes at key vendors, and integrate findings into the AI risk register.

How Kovrr Approaches AI Third-Party Risk Management

Kovrr's AI Third-Party Risk Monitoring capability continuously tracks AI vendors and providers across the enterprise, surfaces risk changes without waiting for periodic reassessments, and includes a vendor lookup tool for on-demand assessment.

Related Terms

Full AI Visibility. Full Control. One Connected Platform.

Enterprise AI is expanding faster than most governance programs can track. Kovrr connects every AI signal across browser, endpoint, network, identity, and vendor systems into a single platform so security, governance, and risk teams work from the same evidence.