What should a bank look for in AI model risk and ai governance software?
Model-risk and AI-governance software keeps the bank's inventory of models and AI systems, runs and documents validation, monitors models in production, and maps controls to rules and frameworks such as SR 26-2, the NIST AI RMF and the EU AI Act. Banks buy it as a platform licence. The questions that separate vendors are coverage of generative AI and vendor models, validation automation that a second line can defend, and how evidence is produced for examiners and auditors.
Observations from how these products are sold and regulated, not advice.
01
Inventory that includes vendor and generative AI
Most banks' AI now arrives inside vendor products. Check whether the tool can inventory third-party models and LLM applications, not only in-house scorecards.
02
Validation evidence, not dashboards
The output that matters is validation documentation an examiner accepts. Ask to see a sample report.
03
Framework mapping
Check which frameworks the control library maps to and who keeps it current as rules change.
Which rules apply to a bank using AI model risk and ai governance software?
| Rule | Why it applies | Documents |
|---|---|---|
| Model risk management (SR 26-2 / OCC 2026-13 / FIL-15-2026) | The framework these tools implement: risk-based inventory, validation and monitoring, expected to matter most above $30 billion in assets. | SR 26-2 OCC Bulletin 2026-13 FDIC FIL-15-2026 |
| NIST AI RMF | The voluntary framework most AI-governance tools map their controls to. | NIST AI RMF 1.0 NIST AI 600-1 (Generative AI Profile) |
| EU AI Act | High-risk AI systems need documented risk management, data governance and human oversight. | Regulation (EU) 2024/1689 |
Documents link to the AI Regulation Tracker. By use case: Model risk management · AI governance (general) · Third-party & vendor AI.
How do the AI model risk and ai governance vendors compare?
| Vendor | What it does | Deployment | Pricing model | Published price | US bank customers* | Founded · ownership |
|---|---|---|---|---|---|---|
| ValidMind | Model inventory, validation and documentation automation, monitoring and AI governance for banks; agent controls in early access. | SaaS (multi-tenant or single-tenant Virtual Private ValidMind) | Subscription licence quoted per engagement; onboarding and customer-success services included. | Not published | 0 | 2022 · Private |
| Credo AI | AI governance SaaS: registry of AI use cases, agents and vendors, policy packs (EU AI Act, NIST AI RMF, ISO 42001), agent controls. | SaaS | Enterprise SaaS subscription, sales-led; also purchasable through Microsoft Marketplace against Azure consumption commitments. | Not published | 0 | 2020 · Private |
| SAS Model Risk Management | SAS module for model inventory, validation workflow, findings, monitoring and model-risk reporting, on the SAS Viya platform. | Software on the SAS Viya platform (cloud-based) | Enterprise software licence, sales-led; typically bought as part of a broader SAS risk or Viya contract. | Not published | 0 | 2015 · Product of SAS Institute, which is private and founder-owned |
| Monitaur | AI governance SaaS: inventory, common controls, vendor governance, drift and bias monitoring, and FlightSim black-box AI testing. | SaaS | Enterprise SaaS subscription with optional services, sales-led; FlightSim also sold standalone. | Not published | 0 | 2019 · Private, venture-backed |
| Yields | Model risk management and AI governance platform: model inventory, tiering, workflow engine, documentation, validation and monitoring. | SaaS (optional EU hosting on IBM Cloud for Financial Services) or on-premises | Enterprise platform licence, modular and sales-led. | Not published | 0 | 2017 · Private, venture-backed |
* Banks among the 100 largest US banks on this site publicly named as customers, each sourced on the vendor's page. Prices are shown only where the vendor publishes them for the AI product itself; a price for another product (a credit score, a notary plan, contact-centre seats) is listed on the vendor's page, not here. More vendors in this category are being researched.
Private · founded 2022
ValidMind
Sells a subscription platform that keeps a bank's model inventory, automates model documentation, testing and validation, and routes governance workflows, directly and through Experian's Ascend Platform and a Genpact managed-service offer.
Banks among the 100: none named publicly yet
Private · founded 2020
Credo AI
Sells a cross-industry AI-governance platform to large enterprises -- an inventory of AI use cases, models, agents and vendors, with regulatory policy packs and review workflows -- rather than a bank-specific model-validation tool; financial services is one of several verticals.
Banks among the 100: none named publicly yet
Private · founded 2015
SAS Model Risk Management
SAS sells Model Risk Management as one module of its risk-software portfolio on the SAS Viya platform, mainly to banks and insurers that already run SAS for credit risk, stress testing and regulatory capital, and adds AI-governance products (AI Governance Manager, AI Navigator) alongside it.
Banks among the 100: none named publicly yet
Private · founded 2019
Monitaur
Sells an AI-governance platform and governance services to regulated enterprises, built first for insurers (its named customers are mostly insurers and insurtechs), and positions it for banks' generative and agentic AI that SR 26-2 leaves out of scope.
Banks among the 100: none named publicly yet
Private · founded 2017
Yields
Sells a configurable model-risk-management and AI-governance platform to banks, insurers and other regulated firms, with most named customers in Europe, and since 2023 has been expanding in the United States.
Banks among the 100: none named publicly yet
What is model risk management software?
Software that keeps the model inventory, workflows and documents validation, tracks issues and monitors models in production, so a bank can show examiners how it meets model-risk guidance such as SR 26-2.
Does SR 26-2 cover generative AI?
No. The April 2026 interagency guidance says generative and agentic AI models are 'novel and rapidly evolving' and outside its scope, directing banks to broader risk management and governance; the agencies said a request for information on AI would follow.
Which AI model risk and ai governance vendors are compared here?
ValidMind (Model inventory, validation and documentation automation, monitoring and AI governance for banks; agent controls in early access); Credo AI (AI governance SaaS: registry of AI use cases, agents and vendors, policy packs (EU AI Act, NIST AI RMF, ISO 42001), agent controls); SAS Model Risk Management (SAS module for model inventory, validation workflow, findings, monitoring and model-risk reporting, on the SAS Viya platform); Monitaur (AI governance SaaS: inventory, common controls, vendor governance, drift and bias monitoring, and FlightSim black-box AI testing); Yields (Model risk management and AI governance platform: model inventory, tiering, workflow engine, documentation, validation and monitoring). Each has its own page with products, pricing, ownership and the banks among the 100 largest US banks that are named as customers. More vendors in this category are being added as their pages are researched and sourced.
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