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Holistic AI

About Holistic AI

It connects to cloud, code and SaaS systems to discover AI systems, test them, and enforce policies. The platform unifies discovery, testing, monitoring, and compliance into a single system. It includes a supervisory layer called Guardian Agents for autonomous AI oversight.

Products

  • Sentinel Agents: Monitors every autonomous agent continuously, scoring each tool call, data access and hand-off against policies.

Used for

  • Recording owners, risk levels and business purpose of AI systems
  • Testing models, LLMs and agents for security, safety and bias
  • Monitoring drift and performance in production
  • Mapping controls to EU AI Act, NIST AI RMF and ISO/IEC 42001

Who it is for

  • Enterprises governing AI across their organization

From Holistic AI's own website, read 2026-10-23. How we build listings.

How to evaluate AI Governance & Safety

This is how the CIOPages Research Team evaluates this category. It is not an assessment of Holistic AI. It comes from our AI Governance & Responsible AI buyer guide.

25%
AI Inventory & Lifecycle Governance
Automated discovery and a registry of every model, LLM/prompt, agent, and embedded-AI feature (including shadow and third-party AI); risk tiering by use case; intake-to-retirement workflow with approvals, deployment gates, and named owners; versioning and change control
25%
Regulatory Mapping & Compliance Evidence
Out-of-the-box, maintained policy packs for the EU AI Act, NIST AI RMF, ISO 42001, SR 11-7, and sector rules (e.g. NYC LL144); control mapping and gap analysis; one underlying assessment that satisfies many frameworks; audit-ready, exportable evidence and model cards
20%
Model Monitoring & Explainability
Production monitoring for drift, performance decay, and data quality; bias and fairness testing across protected groups; explainability (e.g. SHAP / feature attribution) for tabular and NLP models; the depth of this domain is what separates observability tools from pure GRC
15%
GenAI & Agentic Oversight
LLM evaluation and guardrails (hallucination, toxicity, PII leakage, prompt-injection and jailbreak defense); agent discovery, runtime policy enforcement, and a logged trail of agent actions and the authority behind them; red-teaming and continuous evaluation of agent traces
10%
Integration & ML-Stack Fit
Connectors to your model platforms (SageMaker, Vertex AI, Databricks, Dataiku, MLflow, Bedrock), CI/CD and registries; API and policy-as-code coverage; identity (SSO/RBAC); fit with existing GRC and data-security tooling rather than yet another silo
5%
Human-in-the-Loop & Accountability
Cross-functional workflows that reach risk, legal, and business owners (not just data scientists); reviewer sign-off and attestations; issue and exception tracking; reporting that a board or regulator can read, with a defensible audit trail

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Quick Facts

www.holisticai.com
CategoryAI & ML Platforms
SubcategoryAI Governance & Safety

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Keep reading

Buyer Guide
AI Governance & Responsible AI
State of Play
Governance, risk and compliance

The annual review of this market: what changed, with answers from the vendors in it.

Maturity model
Data Governance Maturity Model

Assess your data governance capabilities and receive a prioritized improvement roadmap.