AI governance platforms and model risk tools
14 vendors in alphabetical order. Filter by workload, buying model, ownership, certifications, and public pricing, then select up to four to compare.
| Vendor | Buying model | Ownership | SOC 2 | ISO 27001 | ISO 42001 | FedRAMP | Pricing | Compare |
|---|---|---|---|---|---|---|---|---|
| 2021.AI (GRACE)AI governance platform | Dedicated AI governance platform | Privately held | Not found | Not found | Not found | Not found | Published | |
| Asenion (formerly Fairly AI)AI governance platform | Dedicated AI governance platform | Privately held | Published | Published | Published | Not found | On request | |
| Collibra AI GovernanceModule of a data governance suite | Module of a data, IT, or AI platform | Privately held | Published | Published | Published | Published | On request | |
| Credo AIAI governance platform | Dedicated AI governance platform | Privately held | Published | Not found | Not found | Not found | On request | |
| Holistic AIAI governance platform | Dedicated AI governance platform | Privately held | Published | Published | Not found | Not found | On request | |
| IBM watsonx.governanceModule of an enterprise AI suite | Module of a data, IT, or AI platform | Publicly listed | Not found | Not found | Not found | Not found | Published | |
| ModelOpAI governance platform | Dedicated AI governance platform | Privately held | Not found | Not found | Not found | Not found | On request | |
| MonitaurAI governance platform | Dedicated AI governance platform, Model risk management platform | Privately held | Published | Not found | Not found | Not found | On request | |
| OneTrust AI GovernanceModule of a GRC and privacy suite | Module of a GRC or privacy suite | Privately held | Published | Published | Not found | Not found | On request | |
| Optro AI Governance (formerly FairNow)Module of a GRC suite | Module of a GRC or privacy suite | Privately held | Published | Published | Not found | Not found | On request | |
| SaidotAI governance platform | Dedicated AI governance platform | Privately held | Not found | Published | Not found | Not found | Published | |
| ServiceNow Super Intelligence Control Tower (formerly AI Control Tower)Module of an enterprise workflow suite | Module of a data, IT, or AI platform | Publicly listed | Published | Published | Published | Published | On request | |
| TrustibleAI governance platform | Dedicated AI governance platform | Privately held | Published | Not found | Not found | Not found | On request | |
| ValidMindModel risk management | Dedicated AI governance platform, Model risk management platform | Privately held | Not found | Not found | Not found | Not found | On request |
No vendors match these filters.
Alphabetical. A check means the vendor publishes it on its own site or trust portal; a dash means we found nothing public, so ask the vendor.
Who covers what
Published workload coverage by vendor.
| Vendor | AI inventory | Risk tiering & intake | Model risk management | Lifecycle & ML stack | Third-party AI risk | Agent governance | Monitoring & runtime | Policy & frameworks |
|---|---|---|---|---|---|---|---|---|
| 2021.AI (GRACE) | Yes | No | No | Yes | No | No | Yes | Yes |
| Asenion (formerly Fairly AI) | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes |
| Collibra AI Governance | Yes | Yes | No | Yes | No | Yes | Yes | Yes |
| Credo AI | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes |
| Holistic AI | Yes | No | No | Yes | No | Yes | Yes | Yes |
| IBM watsonx.governance | No | No | No | Yes | No | No | Yes | Yes |
| ModelOp | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes |
| Monitaur | Yes | Yes | Yes | No | Yes | No | Yes | Yes |
| OneTrust AI Governance | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes |
| Optro AI Governance (formerly FairNow) | Yes | Yes | No | No | Yes | Yes | Yes | Yes |
| Saidot | Yes | No | No | Yes | Yes | Yes | No | Yes |
| ServiceNow Super Intelligence Control Tower (formerly AI Control Tower) | Yes | Yes | No | Yes | No | Yes | No | Yes |
| Trustible | Yes | Yes | No | No | Yes | Yes | Yes | Yes |
| ValidMind | No | Yes | Yes | Yes | No | Yes | Yes | Yes |
| Vendors | 12 | 10 | 2 | 11 | 8 | 11 | 12 | 14 |
Based on each vendor’s published categories and capabilities. A filled dot means the vendor describes this workload publicly; it is not a quality judgment.