Category
AI governance software: what they are and who makes them
knowledge-graph and register platforms, testing and runtime control, lifecycle and model-risk systems, extensions of larger suites: Saidot, Modulos, 2021.AI GRACE through Monitaur.
Types of AI governance software
Knowledge-graph and register platforms
Saidot, Modulos and Trustible start from an AI inventory and connect each system to risks, controls and evidence. Setup is mostly workflow design, so the early weeks go to intake forms and owners. They suit legal and compliance teams that need a defensible record before they need testing.
Testing and runtime control
Holistic AI and Lumenova add bias, hallucination and prompt-injection tests, plus agent guardrails that act before a call goes out. Holistic AI describes itself as an end-to-end governance platform that also covers discovery and compliance evidence, while Lumenova centers on agents. The cost is a heavier integration with cloud accounts, code repositories and the agents themselves.
Lifecycle and model-risk systems
ModelOp and Credo AI treat governance as part of delivery, tying approvals to the release of ML, GenAI and agent systems. They fit organizations that already run model risk reviews, particularly banks and insurers, and they expect a mature approval process to attach to.
Extensions of larger suites
OneTrust and IBM watsonx.governance add AI modules to privacy, risk or data platforms that many enterprises already own. The AI module reuses existing GRC records and procurement, but the buying conversation is shaped by the parent suite rather than by AI governance alone.
Facts at a glance
| Tool | Publisher | Based in | Access |
|---|---|---|---|
| Saidot | Saidot Ltd | Finland | Paid + API |
| Modulos | Modulos AG | Switzerland | Paid |
| 2021.AI GRACE | 2021.AI | Denmark | Paid |
| Holistic AI | Holistic AI Inc | Not stated on the pages read | Paid |
| Trustible | Trustible | United States | Paid |
| Lumenova AI | Lumenova AI Inc. | United States | Paid |
| Credo AI | Credo.AI Corp | United States | Paid |
| ModelOp | ModelOp | United States | Paid |
| IBM watsonx.governance | IBM | United States | Trial |
| OneTrust AI Governance | OneTrust | United States | Paid |
| Monitaur | Monitaur | United States | Paid |
