Explorez la suite complète de produits de gouvernance de l'IA d'Enzai, conçue pour aider les organisations à gérer, superviser et déployer l'IA en toute confiance. Du processus d'intégration structuré et des inventaires centralisés de l'IA aux évaluations automatisées et à la surveillance en temps réel, Enzai fournit les éléments fondamentaux pour intégrer la gouvernance directement au sein des flux de travail quotidiens liés à l'IA, sans ralentir l'innovation.

Enzai

Plateformes de gouvernance de l'IA

Comparaison factuelle

Plateformes de gouvernance de l'IA

Comparaison factuelle

Enzai contre OneTrust

OneTrust governs AI from inside a privacy suite. Enzai does nothing else: five discovery methods, live compliance scoring per framework, and agent controls that block unsanctioned actions before they run.

Quelle est la différence entre Enzai et OneTrust?

OneTrust built the privacy and consent management category. Cookie consent, data mapping, DSAR handling, vendor due diligence. That lineage runs through everything it ships. AI Governance is one module inside that platform.

Enzai does not treat AI governance as a module - for us, it is the whole thing. Finding AI systems, running them through intake, assessing them, mapping them to compliance frameworks, and keeping agents inside the boundaries set for them. It was built by lawyers and engineers together, which is why the framework library reads like regulatory analysis rather than a checklist, and why a compliance officer can run it without training on it.

Both platforms will hand you an AI inventory. What differs is what the inventory is for. A privacy suite treats an AI system as a record to catalog and review on a cycle. Enzai treats it as something with a live compliance position, an owner, an autonomy level, and obligations that move when the law moves.

Sous le capot

Fonctionnalité par fonctionnalité

Sous le capot

Fonctionnalité par fonctionnalité

Comment Enzai et OneTrust comparer en termes de fonctionnalités ?

Comparaison des capacités de gouvernance d'Enzai et de ses concurrents
CapabilityEnzaiOneTrust
Veille réglementaire prospectiveSix regimes ready on day one: EU AI Act, ISO 42001, NIST AI RMF, GDPR, Colorado SB 26-189 and Singapore AI Verify. Written and updated by qualified lawyers, so a change in the law is a library update rather than a project.Three: EU AI Act, NIST AI RMF and ISO 42001. GDPR, the US state AI regimes and Asia-Pacific frameworks are not published as AI governance templates. Anything past the three is yours to build.
Gestion du cycle de vie des politiquesVersioned policies with named owners, full approval history and attestation records tied to each AI system. You can show who approved what, when, and on what evidence.Policy enforcement via integrations. Policies live in the wider platform alongside privacy and GRC, so AI ownership and versioning follow the suite's model rather than the AI system's.
Cartographie des risques et des contrôlesObligations mapped down to individual controls, risks and the named team accountable for each, so an audit question resolves to a person and a document.Risk tiering by use case, system or component, correlated to obligations. Tiering tells you how much risk a system carries, not who owns each obligation inside it.
Gouvernance de l'inventaire des modèlesFive discovery methods run in parallel, so no single signal decides what gets found, including AI shipped inside tools nobody bought as AI. Sanctioned and shadow AI land in the same register.Automated discovery into a central inventory. OneTrust does not publish how many detection methods it runs or what they cover, and a single signal only finds what that signal was built to see.
Pistes d'audit prêtes pour les contrôles réglementairesEvidence captured once and reused across all six frameworks and every audit in scope. One assessment, several regimes satisfied.Automated evidence outputs and attestation sign-off tracking, across the three published templates.
Flux de travail interfonctionnelsRequests auto-tier on submission and route only to the reviewers that tier needs. Ships configured, so a first program runs on the defaults, and every step is editable when a business unit needs its own rules.Configurable intake and approval workflows. The tiering, routing and thresholds start empty, so the design work and the maintenance after it are yours.
Surveillance continue de la conformitéA live compliance score per system, per framework, recalculated the moment evidence lands. You can answer where any system stands today without opening an assessment.Compliance status is set through assessment cycles. OneTrust does not publish a continuously recalculated per-framework score, so between cycles the answer is whatever the last assessment said.
Rapports de gouvernance destinés au conseil d'administrationEnforcement at the action layer. Agents tiered by permitted autonomy, unsanctioned tool calls blocked at the boundary before they execute, recursion capped across agent-to-agent handoffs, every blocked attempt logged against the agent and its owner.Agent registration, plus guardrails that filter prompts and outputs. Filtering inspects language. It does not stop an agent calling an API it was never approved to touch. OneTrust does not publish autonomy tiering, action-layer blocking, or controls for agent-to-agent execution.

Both platforms appear in every row - the depth behind each row is where a program either holds or does not. One difference does not show up as a row. Enzai ships with the workflows configured and every step of them editable. A first program runs on the defaults; a complex one reshapes them without a services engagement.

Run discovery on your own environment with both and count what comes back that nobody had declared. We wrote up how that usually goes in our guide to shadow AI discovery.

L'argumentation stratégique

Pourquoi Enzai s'impose

Où Enzai s'intègre le mieux

OneTrust fits when AI is one more record type in a privacy program you already run. Enzai fits when AI governance is the program.

Governing agents that act on their own

Agents plan and act, which breaks the assumption underneath most AI governance frameworks that a human sits in every loop. Enzai's agent controls cover autonomy, permitted actions, escalation, and what happens when agents call other agents.

Autonomy classification

Action whitelisting and escalation

Multi-agent coordination

Classification des Tickets de Support Client

Cas d'utilisation provisoire

5 solutions IA demandées

Demandé le : 7 nov. 2026

Demandé par :Enzai

Évaluateurs :

Examen Automatisé des Risques Contractuels

Cas d'utilisation provisoire

5 solutions IA demandées

Demandé le : 7 juillet 2026

Demandé par :Enzai

Évaluateurs :

Prévisions des Ventes et Anticipation de la Demande

Cas d'utilisation provisoire

5 solutions IA demandées

Demandé le : 18 août 2026

Demandé par :Enzai

Évaluateurs :

Assistant de Pré-sélection des CV des Employés

Cas d'utilisation provisoire

5 solutions IA demandées

Demandé le : 19 juin 2026

Demandé par :Enzai

Évaluateurs :

Microsoft

Afficher

3 produit

Finding the AI nobody declared

Boards and regulators tend to start with the same question: how many AI systems are running here. An inventory built only from what people declared won't answer it.

Five discovery methods

Shadow AI without the blame

A register that stays current

What keeps a program running once the inventory exists

Discovery and agent control get a program started. What keeps it going is more ordinary - regulations move, and the business has to route AI through governance rather than around it. Evidence has to appear without a fire drill. Enzai's framework library covers the EU AI Act, ISO 42001, NIST AI RMF, GDPR, the US state regimes and Singapore AI Verify, and absorbs regulatory change centrally. It ships configured, so the first program runs on defaults rather than a build project.

1

Live compliance posture

A score per system, per framework, recalculated as evidence lands. You can see where a system stands today without running an assessment cycle first.

1

Live compliance posture

A score per system, per framework, recalculated as evidence lands. You can see where a system stands today without running an assessment cycle first.

2

Risk-calibrated intake

Requests are tiered on submission by use case, data sensitivity and autonomy, then routed only to the reviewers that tier needs. Low-risk use cases stop queueing behind high-risk ones.

2

Risk-calibrated intake

Requests are tiered on submission by use case, data sensitivity and autonomy, then routed only to the reviewers that tier needs. Low-risk use cases stop queueing behind high-risk ones.

3

Evidence captured once

One assessment covers several frameworks. The trail is available on demand for an assessor, auditor or regulator.

3

Evidence captured once

One assessment covers several frameworks. The trail is available on demand for an assessor, auditor or regulator.

L'argumentation stratégique

Pourquoi Enzai s'impose

Où Enzai s'intègre le mieux

OneTrust fits when AI is one more record type in a privacy program you already run. Enzai fits when AI governance is the program.

Governing agents that act on their own

Agents plan and act, which breaks the assumption underneath most AI governance frameworks that a human sits in every loop. Enzai's agent controls cover autonomy, permitted actions, escalation, and what happens when agents call other agents.

Autonomy classification

Action whitelisting and escalation

Multi-agent coordination

Classification des Tickets de Support Client

Cas d'utilisation provisoire

5 solutions IA demandées

Demandé le : 7 nov. 2026

Demandé par :Enzai

Évaluateurs :

Examen Automatisé des Risques Contractuels

Cas d'utilisation provisoire

5 solutions IA demandées

Demandé le : 7 juillet 2026

Demandé par :Enzai

Évaluateurs :

Prévisions des Ventes et Anticipation de la Demande

Cas d'utilisation provisoire

5 solutions IA demandées

Demandé le : 18 août 2026

Demandé par :Enzai

Évaluateurs :

Assistant de Pré-sélection des CV des Employés

Cas d'utilisation provisoire

5 solutions IA demandées

Demandé le : 19 juin 2026

Demandé par :Enzai

Évaluateurs :

Microsoft

Afficher

3 produit

Finding the AI nobody declared

Boards and regulators tend to start with the same question: how many AI systems are running here. An inventory built only from what people declared won't answer it.

Five discovery methods

Shadow AI without the blame

A register that stays current

What keeps a program running once the inventory exists

Discovery and agent control get a program started. What keeps it going is more ordinary - regulations move, and the business has to route AI through governance rather than around it. Evidence has to appear without a fire drill. Enzai's framework library covers the EU AI Act, ISO 42001, NIST AI RMF, GDPR, the US state regimes and Singapore AI Verify, and absorbs regulatory change centrally. It ships configured, so the first program runs on defaults rather than a build project.

1

Live compliance posture

A score per system, per framework, recalculated as evidence lands. You can see where a system stands today without running an assessment cycle first.

2

Risk-calibrated intake

Requests are tiered on submission by use case, data sensitivity and autonomy, then routed only to the reviewers that tier needs. Low-risk use cases stop queueing behind high-risk ones.

3

Evidence captured once

One assessment covers several frameworks. The trail is available on demand for an assessor, auditor or regulator.

Êtes-vous prêt à instaurer une gouvernance de l'IA de confiance ?

Découvrez comment Enzai offre à votre équipe une plateforme opérationnelle unique pour la gestion des inventaires d'IA, des risques, de la conformité et des preuves.

Interface visuelle en verre dépoli chaleureux représentant un flux de travail d'approbation pour la gouvernance de l'IA.

Évaluation de la gouvernance de l'IA

En cours de révision

Validation de la revue

0%

Preuves collectées

Contrôles associés

Prêt pour révision

Contrôles associés

0 / 8

File d'attente des approbations

Légal

Prêt

Risque

En cours de révision

Une évaluation équitable

Là où l'alternative trouve toute sa place

Une évaluation équitable

Là où l'alternative trouve toute sa place

Lorsque OneTrust est le meilleur choix

The question you are answering is a data protection one

Some AI programs are, underneath, privacy questions. What the model was trained on, whose data it holds, what a subject access request returns. If that is the whole of your scope, OneTrust already answers it and you do not need an AI governance platform yet.

Your AI estate is a handful of systems and is not growing

Under a couple of dozen AI systems, centrally controlled, no agents and no plans to add either. The module inherits data maps and vendor records you already hold. Most estates cross that line before the renewal does.

Réalité commerciale

Coût, périmètre et valeur

Réalité commerciale

Coût, périmètre et valeur

À qui s'adresse Enzai

Your AI estate has outgrown the privacy program it started in

AI governance usually starts as an extension of privacy, and that works for a while. It stops working when systems arrive faster than assessments can be scheduled and nobody can say how many are running. A module built for cataloguing records runs out of road around there.

Agents are reaching production

Any platform on your shortlist can block an action by policy. The harder questions come after that. Which agents can act unsupervised at all. What happens when one agent calls another and the second fails. Whether there's a trail per attempt an auditor can follow. Our guide to agentic AI governance works through each of those.

You want the regulatory reading done for you

Enzai was founded by lawyers who practiced in this area, and the framework library is built the way a legal team would build it. When the Commission's May 2026 draft guidelines narrowed the Article 6(3) exception path, the update landed in the library rather than in your team's inbox.

The program has to survive contact with the business

Governance tools usually fail on adoption, not capability. Enzai ships with the workflows already configured, so a first program runs on what comes out of the box and a reviewer who opens it once a quarter can still find their way around. Underneath that, forms, approval routing, risk templates and framework logic are all configurable, so a global estate with a dozen business units and conflicting sign-off rules bends the platform to fit instead of the other way round. Simple where it should be, deep where it has to be.

Governance has to involve the whole business

Legal, compliance, security, procurement and the teams shipping AI all need to be in the same system. Enzai includes unlimited users at every tier, so how many people you bring into the program stays a governance decision rather than a budget one.

You answer to more than one framework

The EU AI Act, ISO 42001, NIST AI RMF, GDPR and the US state regimes are ready to use, and evidence captured for one is reused across the others, including Colorado SB 26-189 from January 2027. Enzai has held ISO 27001 since 2023, audited annually by NQA.

Sauter le pas

Considérations relatives à la migration

Sauter le pas

Considérations relatives à la migration

Passer de OneTrust

Teams moving AI governance off OneTrust often keep OneTrust for privacy and third-party risk. One workload moves and the rest of the platform stays.

The work is inventory and assessment migration. Export the AI system register, confirm owners and lifecycle status, then re-run or import assessments against the frameworks in scope. The register usually grows on arrival, because discovery finds systems that were never in it. SSO through Microsoft Entra and SCIM provisioning keep access tied to the identity groups you already maintain.

Ask every vendor on your list (us included) what an export actually contains. Assessment history and supporting evidence, or only the current state of each record. Our compliance frameworks library covers what a register needs to hold.

Fondement de la recherche

Sources et vérification

Fondement de la recherche

Sources et vérification

Sources et vérification

Références et dates de vérification étayant les affirmations formulées dans cette comparaison.

Claims about OneTrust come from OneTrust's published product documentation on the date above. Where this page says OneTrust does not publish something, that means it wasn't documented publicly on that date, not that it doesn't exist. Neither company publishes list pricing and this page makes no claim about either. Corrections welcome.

Dernière mise à jour :

Informations concurrentielles vérifiées le :

Texture de verre ambré abstrait représentant des flux d'informations sécurisés pour la gouvernance de l'IA.

Des réponses claires pour des décisions d'évaluation et de gouvernance de l'IA en toute confiance.

OneTrust FAQ comparative

OneTrust AI Governance is a module within the wider OneTrust platform, which also covers privacy management, consent, data governance, third-party risk and GRC. If you already run OneTrust, AI records sit alongside the privacy program. It also means AI governance is one of many workflows competing for roadmap attention. Enzai is a standalone AI governance platform.

Both platforms can block agent actions by policy. Enzai publishes two things OneTrust does not: autonomy classification, which tiers each agent by what it can do unsupervised, and multi-agent coordination, which caps recursion and traces failures across agent handoffs. See agentic AI governance for how those controls fit together. Enzai enforces at the action layer, blocking Top 10. OneTrust publishes agent registration with defined purpose and enforced permissions.

The market splits in two. Broad GRC and privacy suites with an AI governance module, including OneTrust and IBM watsonx.governance, suit organizations adding AI to a compliance program they already run. Dedicated AI governance platforms, including Enzai, are built only for AI and go deeper on discovery, agent controls and framework coverage.

Both map to the EU AI Act alongside NIST AI RMF and ISO 42001, so neither wins on coverage alone. The difference is what happens between assessments. Enzai holds a compliance score per system per framework, recalculated as evidence lands rather than set at assessment time. When the European Commission's May 2026 draft guidelines narrowed the Article 6(3) exception path, affected systems re-triggered assessment automatically. More on EU AI Act compliance.

Avez-vous d'autres questions ?

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En vous inscrivant, vous acceptez la Politique de Confidentialité d'Enzai

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En vous inscrivant, vous acceptez la Politique de Confidentialité d'Enzai

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En vous inscrivant, vous acceptez la Politique de Confidentialité d'Enzai

Gouvernance de l'IA

Gouvernance de l'IA

Infrastructure

Infrastructure

conçu pour la Confiance.

conçu pour la Confiance.

Donnez à votre organisation les moyens d'adopter, de gérer et de surveiller l'IA avec une confiance de niveau entreprise. Conçu pour les organisations réglementées opérant à grande échelle.

Connectez sans effort vos systèmes existants, vos politiques et vos flux de travail d'IA — le tout sur une plateforme unifiée.

Connectez sans effort vos systèmes existants, vos politiques et vos flux de travail d'IA — le tout sur une plateforme unifiée.