Holistic AI

Holistic AI Ltd.

End-to-end AI governance built on UCL-grounded research.

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Last verified April 21, 2026

About Holistic AI

Holistic AI is an enterprise AI governance platform founded in 2020 and spun out of University College London by Dr. Adriano Koshiyama and Dr. Emre Kazim. Headquartered in London with a US presence, Holistic AI provides model discovery, risk assessment, bias and robustness testing, and continuous monitoring across an organization's AI portfolio — including agents, LLMs, and classic ML. The company has built a strong research footprint in algorithmic auditing.

Framework coverage

Coverage claims documented by Holistic AI on their own materials. Chip shading reflects the strength of the claim, not an independent audit.

Capabilities

Features Holistic AI markets publicly. Inclusion means the capability is documented — not that it's best-in-class.

AI Model Inventory

Centralized registry of all AI/ML models in use across the organization, with ownership, lifecycle stage, and risk classification.

Policy Management

Authoring, versioning, and distribution of AI usage policies mapped to regulations.

Risk Assessment Workflow

Guided workflows for completing AI impact assessments, risk scoring, and approval routing.

Bias & Fairness Testing

Automated statistical testing for disparate impact across protected attributes, with audit-ready reports.

Explainability

SHAP, LIME, counterfactual, and feature-importance explanations for model decisions.

Model Monitoring

Production monitoring for performance, drift, data quality, and fairness regressions.

LLM Red Teaming

Automated adversarial testing of LLMs for jailbreaks, prompt injection, and unsafe outputs.

Audit Evidence Collection

Automated collection, hashing, and retention of evidence (model cards, test results, approvals) for audit.

Regulatory Intelligence

Ongoing tracking of AI laws, standards, and enforcement, mapped to your model inventory.

Integrations

Documented by Holistic AI in public product materials.

  • AWS SageMaker
  • Azure ML
  • Google Vertex AI
  • Databricks
  • Snowflake
  • MLflow
  • GitHub
  • OpenAI API
  • Anthropic API
  • ServiceNow

Pricing

Enterprise-only with modular pricing by use case.

Pros and cons

Pros

  • Strong academic/research foundation — UCL spin-out
  • One of the broadest bias and robustness testing libraries in the market
  • Active contributor to ISO/IEC and IEEE AI standards

Cons

  • US presence still maturing relative to UK footprint
  • Less polished GRC/evidence workflow than North American peers
  • Not self-serve

Alternatives to Holistic AI

Frequently asked

Is Holistic AI the same as the French company "H"?+

No. The company rebranded as "H Company" focuses on foundation models and is a separate entity. The AI governance platform remains Holistic AI Ltd., headquartered in London.

What jurisdictions does Holistic AI cover best?+

Holistic AI has particularly deep coverage of EU AI Act, UK AI framework, and the NIST AI RMF. Their NYC LL 144 bias audit offering is widely used.

Sources

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