Holistic AI also finds shadow AI. What’s the difference?

Holistic AI scans infrastructure for unregistered models, agents, and APIs. DocsOrb’s AI Radar is aimed at workplace tools employees open in the browser. Same phrase, different inventory.

Some enterprises will. If you deploy your own models and also need employee AI policy, the split is clean: Holistic AI for the estate you built, DocsOrb for the tools your people use.

Is DocsOrb too light for regulated industries?

DocsOrb is sized for SMBs and mid-market teams that still have real obligations — EU AI Act literacy, acknowledgments, audit trails — without buying an enterprise model-governance suite.

DocsOrb vs Holistic AI

Holistic AI is an end-to-end enterprise governance platform: discover models, agents, and shadow AI across cloud and code, red-team for bias and jailbreaks, and enforce with Guardian Agents plus audit-ready evidence. That is the right stack if you run AI at enterprise scale. DocsOrb is built for a smaller, more operational job — human policies plus employee AI use, acknowledgments, and browser/MCP guardrails, without a model-risk program. If you need 100+ automated tests on production models, Holistic AI. If you need policy owners to govern workforce AI next week, DocsOrb.

Human policies plus AISMB-sized programEvidence without GRC

What each product covers

Capability	DocsOrb	Holistic AI
Primary job	Policy lifecycle plus employee AI guardrails and evidence	Enterprise AI estate governance — identify, test, and enforce across models and agents
Typical owner	Compliance, legal, HR, risk, and security in SMBs and mid-market	Enterprise AI governance, security, and legal teams running AI at scale
Shadow AI discovery	AI Radar from browser signals, MDM, and integrations, with a triage workflow	Scans cloud, code, SaaS, and ML tooling for unregistered models, agents, and APIs
Bias testing & red teaming	No — DocsOrb does not test or red-team models you deploy	Yes — core strength: bias, robustness, jailbreaks, toxicity, and Agent Graph testing
Policy lifecycle & acknowledgments	Yes — authoring, approvals, portal, campaigns, training, certificates	Enterprise policy enforcement on AI systems; not employee policy rollout
Enforcement	Browser and MCP guardrails linked to published policies	Guardian Agents for real-time monitoring and intervention across the AI estate
Best for	Teams that need practical workplace AI governance without enterprise overhead	Global enterprises that must test, monitor, and prove control of models and agents

This comparison is based on publicly available information as of August 2026 and is reviewed regularly. All trademarks belong to their respective owners. Spotted something outdated or inaccurate? Contact us and we’ll fix it.

Which one fits your team?

Choose DocsOrb if…

Your first problem is employees using AI tools, not models you trained
You need policies, acknowledgments, and guardrails in one SMB-friendly workflow
Compliance or HR owns the program and cannot staff a model-risk function
You want evidence next month, not a twelve-month enterprise rollout

Choose Holistic AI if…

You run models and agents at enterprise scale and need continuous testing
Bias, red teaming, and model-risk evidence are board-level requirements
You have a governance team to operate an end-to-end AI GRC platform

Frequently asked questions

No. Holistic AI covers model and agent risk — testing, bias, monitoring — that DocsOrb does not attempt. DocsOrb covers the workforce policy loop Holistic AI is not built around.

Workplace AI governance that a small team can run.

DocsOrb connects policies, approved tools, employee acknowledgments, and guardrails — without standing up an enterprise AI risk platform.

DocsOrb

DocsOrb brings the policy, rollout, training, acknowledgment, and evidence work into one system once the manual process becomes too expensive to maintain.

Key features include:

Human policies plus AI

SMB-sized program

Evidence without GRC

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