The AI evaluation landscape, honestly.
There are excellent companies working on enterprise AI governance. Here's what each of them does well, and where AVAAS takes a different approach. No strawmen. No marketing spin.
AIUC (Artificial Intelligence Underwriting Company)
AIUC built the AIUC-1 standard, partners with Schellman for authorized audits, and bundles liability insurance. It’s a traditional certification pipeline on a quarterly cadence, backed by $15M in seed funding from Nat Friedman’s NFDG. UiPath was certified in March 2026. If you want a SOC-2-style certification for AI agents from an audit firm you already know, AIUC is the strongest option in that model.
Streamlined engagement, not authorized-auditor-required. Enterprises run their own evaluation without waiting for a Schellman engagement. Customer-authored Living Constitutions, not a fixed AIUC-1 checklist. Evaluation is grounded in what the enterprise actually values, contextual to their industry and deployment. Irreversibility and harm-of-inaction as dedicated metrics, not sub-categories. AIUC is the SOC-2 model for AI agents. AVAAS is the contextual evaluation model for enterprise AI deployments. Different buyer, different motion, different architectural substrate.
Credo AI
Credo AI is the recognized leader in enterprise AI governance. Fast Company ranked them #6 in Applied AI for 2026. They’re a Forrester Wave Leader, a Gartner Cool Vendor, and a World Economic Forum Technology Pioneer. Mastercard is a public customer. $39M raised. If your buyer is an enterprise risk or compliance team looking for policy packs, an agent registry, and a mature dashboard, Credo AI is the category leader and we respect what they’ve built.
Credo AI is an enterprise-sales platform. Their buyer is a CISO or Chief AI Officer with a procurement cycle. AVAAS delivers evaluation through a streamlined engagement, not a multi-month procurement cycle. Credo AI partners with IBM, Microsoft, and Databricks, which is a strength for distribution but means they sell governance software to the same companies whose AI they evaluate. AVAAS doesn’t sell software to the AI vendors we evaluate. Different buyer, different motion, different structural posture.
Holistic AI
Holistic AI is the most architecturally serious of the enterprise governance incumbents. London-based, less entangled with US frontier labs, and built on a legitimate research foundation (Koshiyama et al.). Their Guardian Agents ship sealed deployment verification with 100+ automated tests, runtime guardrails, and policy enforcement. Unilever is a public customer. Recognized by Forrester, Everest Group, and Avasant. If your buyer cares about depth of research and has months for a thorough procurement process, Holistic AI is a credible choice.
Holistic AI’s Guardian Agents monitor AI outputs for drift. AVAAS verifies the deployment itself, not just the outputs, through sealed deployment verification. Holistic AI is enterprise-sales with demo-first engagement. AVAAS is upload-and-go. And Holistic AI evaluates against their own policy templates; AVAAS evaluates against customer-authored Living Constitutions that reflect each enterprise’s actual values, not a vendor-imposed framework.
Armilla AI
Armilla is a Lloyd’s of London coverholder offering AI liability insurance with $25M per-policy limits. Structurally independent (required for insurance regulation), 500+ evaluations completed, and partnerships with Chaucer, Swiss Re, and Greenlight Re. $25M raised in January 2026. Their A-LIGN partnership for ISO 42001 certification rounds out a strong insurance-plus-audit offering.
Armilla is not a competitor. Insurance-linked AI risk coverage is a parallel play to deep evaluation. Armilla underwrites the financial risk; AVAAS decomposes the technical cause. The natural integration is obvious: AVAAS feeds the risk model, Armilla writes the policy. We’re exploring this partnership directly.
IBM watsonx.governance
IBM’s watsonx.governance governs models across IBM, OpenAI, AWS, and Meta. It ships with Guardium AI security and a regulatory library. IBM’s brand and enterprise penetration make this the easiest procurement decision for any organization already running watsonx, Db2, or Red Hat.
IBM sells the governance software, and IBM sells the AI being governed. Watsonx.governance is part of the watsonx stack. That’s not structural independence, it’s platform self-regulation. When the EU AI Act asks for independent verification, or when a plaintiff’s attorney asks who evaluated the model, an IBM customer answers “IBM.” AVAAS is structurally independent from any lab or platform by design.
The broader landscape.
Beyond the direct competitors above, a number of companies are adjacent to or early in this space. We watch all of them.
Know the impact of your AI before it’s too late.
Independent AI validation. Measure irreversibility, bias, and alignment with your own values. Schedule a discovery call.
Schedule Discovery Call →