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Head-to-head comparison

Cranium AIvs.Holistic AI

Holistic AI grew out of AI audits and risk assessment; Cranium AI grew out of AI security. Both now reach across governance and runtime. Here is where each one is documented today, move by move.

20Capabilities compared
5Trust Loop moves
43Public sources cited
Oct 29Last verified, 2026
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The short answer

Cranium AI vs. Holistic AI: what’s the difference?

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Cranium AI
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Holistic AI is an AI governance platform with roots in AI audits, bias testing and regulatory readiness, and it now adds runtime controls through an SDK and an endpoint product called EndLayer.

Cranium AI is an AI security and governance platform that builds standards-based AI‑BOMs from source code, enforces policy on live prompts and responses, red teams models against OWASP categories, maps dependencies to known CVEs, and shares evidence with vendors and customers through AI Cards. Both cover governance and runtime; they differ on supply chain depth and third-party evidence.

Key takeaways
  • Holistic AI is strongest on risk assessment, bias audits and compliance workflows.
  • Both now offer runtime controls and shadow AI discovery, through different mechanisms.
  • Cranium AI documents AI‑BOM export, CVE mapping and vendor AI Cards; Holistic AI does not.
02 Head to head

The scoreboard, move by move

Every capability on this page, scored the same way for both platforms and rolled up by AI Trust Loop stage.

Cranium AI17.5/ 20
Documented coverage
across the AI Trust Loop
Holistic AI15/ 20

AI‑BOMs from code, CycloneDX and SPDX

01 · Discover3.5 vs. 2.5 of 4

Connector inventory plus endpoint agent

Live prompt and response monitoring

02 · Observe3 vs. 3 of 3

Sentinel agents and Guardian SDK

Frameworks plus runtime policy

03 · Govern2.5 vs. 3 of 3

Risk workflows, LL144 bias audits

Inline block or modify, OWASP-mapped red teaming

04 · Secure7 vs. 5 of 8

SDK warn or block, red teaming

AI Cards for vendors and customers

05 · Prove1.5 vs. 1.5 of 2

Audit-ready compliance reports

Scored across the 20 capabilities compared on this page: Documented = 1, Partial or Preview = 0.5, Unclear or Not documented = 0. Deployment and API rows are not scored. The capability list reflects what buyers ask about AI security and governance, and it includes areas where Holistic AI leads.

03 At a glance

Two platforms, two starting points

Holistic AI and Cranium AI overlap, but they were built to answer different first questions. Here is the short version.

Cranium AIHolistic AI
CategoryAI security and governance platformAI governance platform, plus EndLayer endpoint product
Built forCISOs and AI governance leads who need security and proof in one placeEnterprise risk, compliance and AI governance leaders
CompanyEmerged from KPMG Studio in 2023. Short Hills, NJFounded 2020 as a UCL spin-out. San Francisco and London
How AI is foundScans code repositories into AI‑BOMs; SIEM-based shadow AI viewRead-only connectors across cloud, code and SaaS; on-device agent
Runtime controlInline Block, Modify or Pass on prompts and responsesGuardian SDK warn or block; EndLayer allow, warn, redact, block
Security testingArena red teaming mapped to OWASP; CVE mappingStatic and dynamic red teaming with a Defense Success Rate
RegulationsEU AI Act, NIST AI RMF, ISO/IEC 42001EU AI Act, NIST AI RMF, ISO 42001, NYC LL144, custom
DeploymentSaaS with US, EU and AU tenantsSaaS on AWS (London default), private and single-tenant options claimed; EndLayer self-hosted or air-gapped

Disclosure: Cranium AI publishes this comparison. Every Holistic AI detail comes from public sources, mainly Holistic AI’s own website, documentation, marketplace listings and press releases, plus a few third-party publications where cited, checked on October 29, 2026. Where we could not find public evidence, we say “Not documented,” never “No.” Spot something out of date? Tell us and we will fix it.

04 Capabilities

Capability by capability, move by move

Organized by the AI Trust Loop: Discover, Observe, Govern, Secure and Prove. Cranium AI is held to the same standard as everyone else: if our docs don’t show it, we don’t claim it.

DocumentedPartialPreviewUnclearNot documentedNot offered
01

Discover

Find the AI you run

Cranium AI 3.5 · Holistic AI 2.5 · of 4
Documented

Scans GitHub, GitLab, Bitbucket and Azure DevOps (cloud and self-managed) into AI‑BOMs of models, datasets, packages, agents and static system prompts.1,2

AI‑BOM from source code
Partial

GitHub, GitLab and Bitbucket connectors feed an inventory of prompts, pipelines and agent workflows. No AI‑BOM output is documented.3,4

Documented

Exports AI‑BOMs as CycloneDX (agentic systems included) and SPDX, plus JSON.5,6

AI‑BOM export (CycloneDX / SPDX)
Not documented

No AI‑BOM, CycloneDX or SPDX mention; the open-source Surface scanner outputs JSON.7

Documented

AgentSensor maps agents, tools, handoffs, guardrails and MCP servers from source code across six agent frameworks.5

Agent and MCP server inventory
Documented

Agent Graph maps agents and tools; EndLayer finds MCP servers on devices. MCP inventory from source code is not documented.8,9

Partial

Shadow AI view built from connected SIEM activity: AI provider access, AI-enabled SaaS, AI web apps and embedded AI. No endpoint agent or browser extension.10

Shadow AI discovery
Documented

EndLayer’s on-device agent tracks AI tools, coding agents and AI web use; a Microsoft 365 connector ranks OAuth-granted apps. EndLayer’s site offers a waitlist.9,11,12

02

Observe

Watch what it does

Cranium AI 3 · Holistic AI 3 · of 3
Documented

Guardian inspects every prompt and response between your AI apps and the model, in Listen or Enforce mode.13,14

Prompt and response monitoring
Documented

Sentinel agents monitor for prompt injection, jailbreaks, leakage, hallucination and toxicity.3

Documented

Tool Inspector, session reconstruction and agentic analytics: autonomy score, tool invocations and agent-to-agent handoffs.15,16

Agent session and tool-call visibility
Documented

Guardian SDK logs tool calls, access and cost incidents per session.17

Documented

Token and cost analytics per event, model and use case.18

Token and cost analytics
Documented

Cost controls with spend attribution and rate limits; EndLayer attributes AI spend to people and tools.17,11

03

Govern

Hold it to policy

Cranium AI 2.5 · Holistic AI 3 · of 3
Documented

EU AI Act, NIST AI RMF and ISO/IEC 42001, with self-attestation and automated answer scoring.19

EU AI Act, NIST AI RMF, ISO 42001
Documented

EU AI Act, NIST AI RMF, ISO 42001, NYC Local Law 144 and custom frameworks.3

Partial

AI Card reviews with approve, request changes or decline, plus an audit trail. No use-case intake questionnaires.20

Intake and approval workflows
Documented

Configurable sign-offs, approval chains, remediation tracking and deployment gates.3

Documented

Profiles set Block, Modify or Pass per signal, separately for prompts and responses, and per agent event type.21

Runtime policy configuration
Documented

Tool allow and block lists, access control and cost limits with warn or block thresholds.17

04

Secure

Defend it under attack

Cranium AI 7 · Holistic AI 5 · of 8
Documented

Enforce mode runs inline between your app and OpenAI, Anthropic Claude or AWS Bedrock models. New profiles start in Listen.14,22

Inline runtime enforcement
Documented

Guardian SDK placed in each app or agent; EndLayer uses a local TLS gateway on devices. Holistic AI says support depends on the tool and operating system.17,23

Documented

PII, PHI, PCI, secrets, named entities and a custom blocklist, on prompts and responses.21,24

PII, PHI, PCI and secrets detection
Partial

Claims inline PII and secrets masking; EndLayer blocks secrets on the device. PHI and PCI are not specifically documented.25,23

Partial

Direct attacks at runtime: jailbreaking, instruction override, prompt leaking, role impersonation, direct command injection and goal hijacking at runtime. Indirect injection is tested in Arena before release.24,26

Prompt injection and jailbreak detection
Documented

Sentinel agents monitor prompt injection and jailbreaks; the comparison page claims blocking.3,25

Documented

Deterministic, non-LLM classifiers. Trace shows the text and training samples behind each verdict.27,28

Runtime detection method
Partial

EndLayer decides with deterministic rules and trained classifiers, no LLM. The core platform’s method is not documented.23

Documented

Arena runs fixed and adaptive multi-turn attacks across 9 LLM categories and 26 non-LLM task types, mapped to OWASP.29,26,30

Automated red teaming
Documented

Static and dynamic red teaming scored SAFE or UNSAFE with a Defense Success Rate. No OWASP or MITRE ATLAS mapping found.31

Documented

CVE and CVSS for AI-stack dependencies, linked to OSV, with AI packages labeled.32,6

CVE mapping for AI dependencies
Not documented

No dependency vulnerability mapping found.3

Documented

Scans imported model files for malicious code and unsafe serialization.

Model-file scanning
Not documented

No model-file scanning found.3

Partial

Scans agent config files in repositories (AGENTS.md, CLAUDE.md, .cursor, Copilot instructions) for exfiltration endpoints and hidden Unicode. No endpoint hooks.33

Coding-agent and endpoint controls
Documented

EndLayer agent on macOS, Windows and Linux, rolled out through Intune, Jamf or SCCM.11,23

05

Prove

Show the evidence

Cranium AI 1.5 · Holistic AI 1.5 · of 2
Documented

AI Cards request, respond and publish AI‑BOMs, framework results and vulnerability data; My Vendors tracks every card received.34,35

Third-party AI risk and transparency
Partial

Inventory includes third-party AI and audits are offered as a service. No vendor request workflow or trust hub found.8

Partial

Framework and AI System PDF exports, AI Cards and audit trails on review decisions. Runtime evidence is not packaged into AI Cards.36,20

Audit and board evidence
Documented

Audit-ready compliance reports, audit trails and version history; EndLayer adds evidence packs.37,11

+

Platform

How it runs

Not scored
SaaS

Hosted in US, EU and AU regions. No self-hosted option is documented.38

Deployment
SaaS + EndLayer self-host

Core platform SaaS on AWS (London by default, US options). EndLayer can be hosted, self-hosted or air-gapped.39,40

REST API

Public REST API (OAuth 2.0) for AI‑BOMs, agents, vulnerabilities, Arena, AI Systems, AI Cards and vendors. No SDK.38

API and SDK
SDKs, no API ref

No public API reference for the core platform. Python haisdk; EndLayer SDKs in Python, TypeScript, Rust and Go.41,11

“Documented” means the vendor’s public docs or product pages describe the capability as available. “Preview” covers beta, private preview and research preview. “Not documented” means we found no public evidence; it may exist behind a login or on a roadmap. Numbers link to the sources at the foot of this page.

05 How they work

Under the hood, side by side

The fastest way to see the difference is to follow one AI system through each platform.

Holistic AI Governance Platform

How Holistic AI works

  1. 01
    Identify

    Read-only connectors scan cloud, code, data and SaaS sources into a living AI inventory. EndLayer adds an on-device agent for AI tools and MCP servers.

  2. 02
    Protect

    Automated tests cover bias, robustness, privacy and efficacy, with static and dynamic red teaming and an Agent Graph.

  3. 03
    Enforce

    Risk and compliance workflows, framework assessments and approvals map AI to the EU AI Act, NIST AI RMF, ISO 42001 and NYC LL144.

  4. 04
    Guardian agents

    Sentinel agents watch runtime behavior; the Guardian SDK and EndLayer warn, redact or block on supported apps and devices.

Cranium ONE · ↻ Continuously

How Cranium AI works

DiscoverObserveGovernSecureProveAI TRUSTLOOP
  1. Discover

    CodeSensor and AgentSensor scan your repositories and build AI‑BOMs of the models, datasets, packages, agents and MCP servers in your code. A SIEM-fed Shadow AI view and AI Recon cover the AI you didn’t build.

  2. Observe

    Guardian watches live prompts, responses and tool calls between your apps and the model, with session reconstruction, agent analytics and cost tracking.

  3. Govern

    Map each AI system to the EU AI Act, NIST AI RMF and ISO/IEC 42001, and turn policy into runtime profiles that decide per signal.

  4. Secure

    Enforce mode blocks or modifies risky prompts and responses inline. Model files are scanned for malicious code, Arena red teams models before release and Arena Shield tests the guardrails.

  5. Prove

    AI Cards share AI‑BOMs, framework results and vulnerability data with customers, vendors and auditors, and flag when they fall out of sync.

06 Strengths

An honest read on both

Buyers trust comparisons that admit what the other platform does well. So do we.

Credit where it’s due

Where Holistic AI is strong

  • Compliance and audit roots

    Holistic AI runs NYC Local Law 144 bias audits listed in the UK Government’s AI assurance portfolio and offers deep regulatory content.42

  • Endpoint visibility

    EndLayer’s on-device agent finds AI tools, coding agents and MCP servers on devices, plus Microsoft 365 OAuth grants.9,12

  • Runtime agent controls

    The Guardian SDK sets tool allowlists, access control and cost limits across Claude Code, LangGraph, Google ADK and other frameworks.17

  • Published research

    Holistic AI has published jailbreak audits of frontier models and runs a free LLM decision hub.31

The difference

Where Cranium AI is different

  • Standards-based AI‑BOMs

    Cranium AI exports AI‑BOMs as CycloneDX (agentic systems included) and SPDX, built from your code. Holistic AI documents an inventory, not a standard BOM.

  • Supply chain vulnerabilities

    Cranium ONE maps AI dependencies to known CVEs through OSV. Holistic AI does not document CVE mapping.

  • Red teaming in a shared language

    Arena findings map to the OWASP Top 10 for LLMs and ML; Arena Shield exports tested guardrails as NeMo Guardrails YAML.

  • Proof for your vendors and customers

    AI Cards and My Vendors run a request-and-respond workflow for third-party AI. Holistic AI does not document a vendor request workflow.

07 Which to choose

Which platform fits your team?

Best fit

Choose Holistic AI if…

  • Bias audits, NYC LL144 and AI risk assessment are the center of your program
  • You want device-level visibility of AI tools and coding agents
  • Your teams will instrument agents with an SDK for tool and cost controls
Best fit

Choose Cranium AI if…

  • You need AI‑BOMs in CycloneDX or SPDX for customers, auditors or procurement
  • You want CVE mapping and OWASP-aligned red teaming next to governance
  • Third-party AI risk and vendor evidence are part of your mandate

Running both? The platforms overlap more than most pairs here, so the choice usually comes down to supply chain depth versus audit services. If you run both, Holistic AI can own bias and LL144 audits while Cranium AI covers AI‑BOMs, runtime security and AI Card evidence. No native integration is documented.

08 More comparisons

Compare Cranium AI with others

09 Questions

Frequently asked questions.

Straight answers, kept current. Last verified .

Ask us anything →
What is Holistic AI?

An enterprise AI governance platform founded in 2020 as a UCL spin-out, with offices in San Francisco and London. It is organized as Identify, Protect and Enforce, plus runtime Guardian agents, and in 2026 launched EndLayer, an endpoint product.

What is EndLayer?

EndLayer is a product of Holistic AI launched in 2026. Its on-device agent discovers AI tools, coding agents and MCP servers, and applies allow, warn, redact, block or approval policies on supported tools. Its site currently invites visitors to join a waitlist.

Does Holistic AI generate an AI‑BOM?

No public documentation of AI‑BOM, CycloneDX or SPDX export was found as of October 2026. Cranium AI generates AI‑BOMs from source code and exports CycloneDX and SPDX.

Can Holistic AI block prompts or agent actions at runtime?

Yes, through its Guardian SDK and the EndLayer device agent. Holistic AI says enforcement support depends on the tool and operating system. Cranium AI enforces Block, Modify or Pass inline between apps and the model.

Does Holistic AI do red teaming?

Yes. It offers static and dynamic red teaming with SAFE or UNSAFE verdicts and a Defense Success Rate. No public OWASP or MITRE ATLAS mapping was found. Cranium AI’s Arena maps findings to OWASP.

Which regulations does Holistic AI cover?

The EU AI Act, NIST AI RMF, ISO/IEC 42001, NYC Local Law 144 and custom frameworks. Cranium AI maps to the EU AI Act, NIST AI RMF and ISO/IEC 42001.

How is Holistic AI priced?

Holistic AI does not publish pricing; it sells custom enterprise subscriptions through a demo-led process.

What is a good Holistic AI alternative?

If you need standards-based AI‑BOMs, CVE mapping and vendor AI evidence alongside runtime security, Cranium AI covers all five moves of the AI Trust Loop in Cranium ONE.

10 Sources

Sources and method

How we built this page. We read Holistic AI’s public website, product documentation, developer docs, marketplace listings and press releases, and Cranium AI’s own documentation at docs.cranium.ai, on October 29, 2026. We compare documented capabilities. Announced or preview features are labeled as such, and analyst placements are left out. Product names and trademarks belong to their owners; Holistic AI has not reviewed or endorsed this page.

  1. Cranium AI docs: Integrations overview
  2. Cranium AI docs: Bill of Materials overview
  3. Holistic AI: AI governance platform
  4. Holistic AI blog: AI Discovery Comes First (Feb 17, 2026)
  5. Cranium AI docs: AgentSensor overview
  6. Cranium AI docs: 2026.10.2 release notes
  7. Holistic AI: Surface open-source scanner
  8. Holistic AI: 2026 platform overview (Agent Graph, third-party AI)
  9. EndLayer: The 21 signals
  10. Cranium AI docs: Shadow AI overview
  11. EndLayer: platform
  12. EndLayer docs: Microsoft connection
  13. Cranium AI docs: Guardian overview
  14. Cranium AI docs: Listen vs. Enforce
  15. Cranium AI docs: Event details and Tool Inspector
  16. Cranium AI docs: Use case overview (agentic analytics)
  17. Holistic AI blog: Runtime agentic enforcement (Apr 16, 2026)
  18. Cranium AI docs: 2026.7.1 release notes (cost analytics)
  19. Cranium AI docs: Quickstart guide (frameworks)
  20. Cranium AI docs: 2025.12.1 release notes (AI Card review workflow)
  21. Cranium AI docs: Profile detail overview
  22. Cranium AI docs: How to create a model (supported providers)
  23. EndLayer: Layer 1 agent
  24. Cranium AI docs: Profile analysis overview
  25. Holistic AI: Holistic AI vs. other AI governance vendors
  26. Cranium AI docs: LLM attack categories
  27. Cranium AI docs: Acquisition FAQ (deterministic, non-LLM runtime models)
  28. Cranium AI docs: Trace overview
  29. Cranium AI docs: Arena overview
  30. Cranium AI docs: Non-LLM testing by task type
  31. Holistic AI blog: Red teaming at Holistic AI
  32. Cranium AI docs: Vulnerabilities overview
  33. Cranium AI docs: Adversarial Inputs Detector
  34. Cranium AI docs: Supply Chain and AI Cards overview
  35. Cranium AI docs: Vendors
  36. Cranium AI docs: AI System details
  37. Holistic AI: Enforce
  38. Cranium AI docs: Public API overview
  39. Holistic AI: Trust Center
  40. EndLayer docs: Hosting
  41. PyPI: haisdk
  42. GOV.UK: Holistic AI NYC bias audits (AI assurance techniques)
  43. TrustRadius: Holistic AI pricing
See it for yourself

One platform for AI governance and AI security.

See how Cranium AI discovers, observes, governs, secures and proves every model, agent and vendor in your enterprise.