Head-to-headPublished August 16, 2026· Last verified August 16, 2026

Securiti vs OneTrust (2026): AI Governance and Data Control Compared — and Where Kosmoy Fits

Securiti governs AI from the data up — DSPM heritage, shadow-AI discovery and inline LLM firewalls, now inside Veeam. OneTrust governs AI from the program down — a privacy/GRC suite with roughly 14,000 customers and deep EU AI Act automation. Here is how the two roots differ, and where governance stops being a records question.

Umberto MalesciUmberto MalesciCEO & Co-Founder, Kosmoy

Securiti and OneTrust answer the same mandate — inventory the AI estate, assess it against the EU AI Act and NIST AI RMF, and prove control — from different roots. Securiti's Data Command Center grew out of data security posture management: its AI Security & Governance module discovers AI (including shadow AI) across AWS, Azure, GCP and SaaS, ties every system to the sensitive data and entitlements it touches via the Data Command Graph, and enforces context-aware LLM firewalls at runtime. It was acquired by Veeam for roughly $1.7B (completed December 2025) and relaunched as the foundation of the Veeam DataAI Command Platform in May 2026. OneTrust grew out of privacy and GRC: an AI governance module on a suite with roughly 14,000 customers, agent detection across AWS Bedrock, Azure AI Foundry and Google Vertex AI, EU AI Act / ISO 42001 / NIST AI RMF automation, and an SDK-based runtime layer (AI Guard) that OneTrust scopes to development and testing.

This page compares the two on the capability axes that matter, with every claim cited to each vendor's own material. Then it asks the question a straight head-to-head cannot: what happens when governance has to be enforced on every live request and contained when an agent misbehaves — which is where a runtime control plane like Kosmoy enters the frame.


Who each product is for

Securiti AI

Securiti speaks to CISOs and privacy officers who want AI governance grounded in data security. Its AI Security & Governance module discovers AI systems — including shadow AI — across AWS, Azure, GCP and SaaS environments (AI Security & Governance), and the Data Command Graph ties each model and agent to the sensitive data, entitlements and regulations it touches (Gencore AI). Runtime protection comes from context-aware LLM firewalls on prompts, responses and RAG retrievals, aligned to the OWASP Top 10 for LLMs and NIST adversarial ML threats (LLM Firewalls), and Gencore AI builds governed GenAI systems, copilots and agents over the same data pipelines. Compliance automation covers the EU AI Act, NIST AI RMF and 20+ regulations on a mature PrivacyOps/DSPM stack.

It deploys as SaaS with regional tenants or self-hosted in your own private cloud/VPC, priced by enterprise quote. Since the ~$1.7B Veeam acquisition completed in December 2025, it is being folded into the Veeam DataAI Command Platform launched at VeeamON in May 2026 (GA early Q3 2026) — which puts standalone packaging and roadmap in question.

OneTrust AI Governance

OneTrust AI Governance speaks to privacy, compliance and GRC leaders — especially the roughly 14,000 organizations already running OneTrust for privacy, a base with a reported ~$500M ARR. Its unit of work is the AI system inside a broader trust program: a central AI registry with Agent Detection across AWS Bedrock, Azure AI Foundry and Google Vertex AI (GA in the Spring '26 release), EU AI Act / ISO 42001 / NIST AI RMF templates with automated control mapping and regulatory updates, and automatic risk re-classification when models, data or agents change (EU AI Act solution).

Its runtime layer is AI Guard — a Python SDK and REST API (Apache-2.0 SDK) that classifies prompts and responses with 300+ classifiers from OneTrust Data Discovery and can mask or block PII, secrets and proprietary code — which OneTrust's own docs scope to development and testing workloads (AI Guard docs). A March 2026 pivot toward real-time governance added AI Guardrail Enforcement (Public Preview) and an AI Policy Manager. The platform is multi-tenant SaaS with no self-hosted option documented, priced by enterprise quote. Gartner placed OneTrust as a Visionary in the inaugural Magic Quadrant for AI Governance Platforms (June 16, 2026).


Securiti AI vs OneTrust AI Governance vs Kosmoy — the capability radar

Three shapes on the same ten axes. Securiti (orange) and OneTrust (violet) tie at 8 on AI Inventory & Discovery — both build real org-wide registries — and both sit at 2 on Observability & FinOps, the governance category's signature blind spot. The roots show everywhere else: Securiti holds Guardrails 8 to 5 and Security & Shadow AI 8 to 6 through its runtime firewalls and DSPM heritage, plus Deployment Sovereignty 7 to 2 with a self-hosted option, while OneTrust edges Compliance & Audit 9 to 8 with the deeper program automation. Neither scores above 2 on Agent Containment. Kosmoy (blue) holds the runtime axes both leave open — gateway, containment, sovereignty — while the two suites own the program spokes. Read it as area: the root system decides the shape.

  • Securiti AI
  • OneTrust AI Governance
  • Kosmoy
Securiti AI vs OneTrust AI Governance vs Kosmoy — capability radarCapability radar comparing Securiti AI, OneTrust AI Governance and Kosmoy across ten axes, scored 0 to 10. AI Inventory & Discovery: Securiti AI 8, OneTrust AI Governance 8, Kosmoy 9; Security & Shadow AI: Securiti AI 8, OneTrust AI Governance 6, Kosmoy 8; Observability & FinOps: Securiti AI 2, OneTrust AI Governance 2, Kosmoy 7; Gateway & Policy Control: Securiti AI 5, OneTrust AI Governance 3, Kosmoy 8; Guardrails & Runtime Safety: Securiti AI 8, OneTrust AI Governance 5, Kosmoy 8; Agent Containment: Securiti AI 2, OneTrust AI Governance 1, Kosmoy 9; Compliance & Audit: Securiti AI 8, OneTrust AI Governance 9, Kosmoy 9; Testing, Evals & Red-teaming: Securiti AI 1, OneTrust AI Governance 2, Kosmoy 7; Agent Building: Securiti AI 6, OneTrust AI Governance 1, Kosmoy 6; Deployment Sovereignty: Securiti AI 7, OneTrust AI Governance 2, Kosmoy 10.246810AI Inventory &DiscoverySecurity &Shadow AIObservability &FinOpsGateway &Policy ControlGuardrails &Runtime SafetyAgentContainmentCompliance &AuditTesting, Evals &Red-teamingAgent BuildingDeploymentSovereignty
Capability scores, axis by axis
Capability (0–10)Securiti AIOneTrust AI GovernanceKosmoy
AI Inventory & Discovery889
Security & Shadow AI868
Observability & FinOps227
Gateway & Policy Control538
Guardrails & Runtime Safety858
Agent Containment219
Compliance & Audit899
Testing, Evals & Red-teaming127
Agent Building616
Deployment Sovereignty7210

Bold marks the highest score on each row. 10 is reserved for categorical architectural facts; specialists are expected to outscore platforms on their own spoke.

See it live

How Kosmoy scores on these axes — see it on your own use case.

Book a demo

30 minutes, straight to the product. Or email sales@kosmoy.com.


Where Securiti AI wins

Runtime enforcement in production today. Context-aware LLM firewalls inspect prompts, responses and RAG retrievals inline, blocking prompt injection, jailbreaks, data leakage and harmful content, aligned to the OWASP Top 10 for LLMs and NIST adversarial ML threats (LLM Firewalls). OneTrust's AI Guard is scoped by its own docs to development and testing — “not recommended for large classification volumes generally seen in externally facing AI applications or agents” — and its broader Guardrail Enforcement is Public Preview.

Data context under every AI decision. The Data Command Graph ties AI models and agents to the sensitive data, entitlements and regulations they touch (Gencore AI) — governance grounded in data security posture, where OneTrust's registry records systems, assessments and risks without a DSPM layer beneath them.

Discovery that reaches shadow AI. Continuous AI discovery across AWS, Azure, GCP and SaaS environments, explicitly including shadow AI (AI Security & Governance), against OneTrust's agent-detection connectors for three hyperscaler AI platforms — Bedrock, Azure AI Foundry and Vertex AI — plus registered records.

Deployment choice. SaaS with regional tenants or self-hosted in your own private cloud/VPC — a 7-to-2 sovereignty gap against a OneTrust platform that documents no self-hosted, customer-VPC or air-gapped deployment as of August 16, 2026.

Where OneTrust AI Governance wins

Compliance program depth. EU AI Act, ISO 42001 and NIST AI RMF templates with automated control mapping, regulatory updates and automatic risk re-classification when models, data or agents change (EU AI Act solution) — a 9 on the compliance axis against Securiti's 8, and the sharper answer when the deliverable is a defensible program record.

Program gravity. Roughly 14,000 customers and a reported ~$500M ARR on the privacy/GRC platform (company profile) mean AI governance attaches as a module to DPIAs, vendor risk and privacy workflows an organization already runs — no new platform, data model or admin team.

GA agent detection and an open runtime SDK. Agent Detection across AWS Bedrock, Azure AI Foundry and Google Vertex AI reached general availability in the Spring '26 release, feeding a searchable org-wide agent inventory (Winter '26 release blog), and the AI Guard SDK is Apache-2.0 with 300+ classifiers from Data Discovery — adoptable by developers without a license conversation.

Roadmap clarity as an independent platform. OneTrust remains its own platform, with a March 2026 expansion into real-time governance (announcement) and a Visionary placement in the June 2026 Gartner Magic Quadrant for AI Governance Platforms. Securiti's direction is being folded into Veeam's DataAI Command Platform (GA early Q3 2026), which puts its standalone packaging and roadmap in question.


Where Kosmoy fits

The specialist owns its spoke; the platform holds the frontier

Both platforms govern the way their heritage taught them: by record and workflow. An AI system is discovered, linked to data or a processing record, assessed, scored and audited — from the data-security side for Securiti, from the privacy program for OneTrust. Securiti's LLM firewalls are a genuine runtime data path, but by its own positioning they inspect traffic rather than serve as a general routing gateway; OneTrust's AI Guard is scoped to development and testing. Neither documents LLM cost or token observability, and neither documents agent sandboxing, scoped credentials or a kill switch as of August 16, 2026. Where the requirement is a universal request-path gateway with containment — every LLM, MCP and agent-to-agent call brokered, budgeted and stoppable — the category changes, from governance program to control layer, the frontier mapped on the AI capability map.

That control layer is what Kosmoy is: a self-hosted gateway that brokers every LLM, MCP and A2A call with guardrails, RBAC and budgets; Action Capsule sandboxes that contain agents at the kernel level with per-task credentials and a kill switch; and EU AI Act, ISO 42001 (aligned) and NIST AI RMF evidence generated from registry state plus the runtime itself. The direct head-to-head lives at Kosmoy vs OneTrust.

On analyst placement, plainly: OneTrust was named a Visionary in the June 2026 Gartner Magic Quadrant for AI Governance Platforms; Kosmoy was not included in that Magic Quadrant. The claim here is different in kind, not rank — Securiti and OneTrust are governance platforms that hold the record, and Kosmoy is the enforcement layer beneath one. In a regulated enterprise the layers compose: the program holds the record; Kosmoy holds the runtime and feeds evidence up.

CapabilityCapabilitySecuritiOneTrustKosmoy
Org-wide AI discovery & shadow AIAcross AWS, Azure, GCP and SaaS, linked to dataAgent Detection: Bedrock, Azure AI Foundry, Vertex AIFour registries reconciled to live traffic
Runtime guardrails on AI trafficLLM firewalls on prompts, responses and RAGAI Guard SDK — dev/test scopedGateway guardrails on every call
Universal request-path gateway (routing, RBAC, budgets)No — firewalls inspect traffic; not a routing gatewayNo — no LLM gateway documentedSelf-hosted gateway on every LLM, MCP and A2A call
Compliance automationEU AI Act, NIST AI RMF + 20+ regulationsEU AI Act, ISO 42001, NIST templates; auto re-classificationEU AI Act, ISO 42001 (aligned), NIST evidence from runtime
LLM observability / FinOpsBudgets and cost tracking at the gateway
Agent containmentNo sandbox or kill switch documentedDetection and monitoring onlyKernel-enforced Action Capsule sandbox + kill switch
DeploymentSaaS (regional tenants) or self-hosted private cloud/VPCMulti-tenant SaaS onlySelf-hosted Kubernetes, air-gap capable
Pricing shapeEnterprise quote; now packaged within VeeamEnterprise quoteEnterprise subscription

Last verified August 16, 2026 against each vendor's public documentation.


Which should you choose?

For a team choosing between the two, the deciding factor is which office owns AI governance and what it already runs. If the CISO owns it and the question is data exposure, Securiti extends the DSPM posture the security team already manages — discovery, data graph, firewalls — and can live in your own VPC. If the privacy office owns it and OneTrust is already the system of record, the AI Governance module inherits that program on day one. Some enterprises run both roots: Securiti guarding the data layer, OneTrust holding the program record — the honest tiebreaker is which team will actually operate it, and how much weight to put on Securiti's post-acquisition packaging inside Veeam.

For an enterprise that has to prove control over live AI, the choice is not only between these programs but whether an enforcement layer sits under them. Kosmoy can run in front of the models and agents either platform governs, turning gateway logs, guardrail verdicts, registry state and containment events into the timestamped evidence their assessments and control mappings require. The program holds the record; Kosmoy holds the runtime.


Questions buyers ask

Is Securiti or OneTrust better for AI governance?

Neither is universally better; the decision follows ownership and root system. Securiti is stronger for data-security-led governance — shadow-AI discovery across clouds and SaaS, a data graph tying AI to sensitive data, runtime LLM firewalls and a self-hosted deployment option. OneTrust is stronger for privacy/GRC-led governance — EU AI Act / ISO 42001 / NIST AI RMF automation with automatic risk re-classification on a platform roughly 14,000 organizations already run, named a Visionary in the June 2026 Gartner Magic Quadrant for AI Governance Platforms.

Can Securiti or OneTrust block risky AI traffic at runtime?

Securiti can, within its scope: context-aware LLM firewalls inspect prompts, responses and RAG retrievals inline and block prompt injection, jailbreaks, data leakage and harmful content. OneTrust's AI Guard can mask or block PII, secrets and proprietary code, but OneTrust's own docs scope it to development and testing workloads, and the broader AI Guardrail Enforcement is Public Preview as of August 16, 2026. Neither is a routing gateway with RBAC and budgets on every call — that is a control-plane capability, where a platform like Kosmoy sits.

How does the Veeam acquisition affect Securiti?

Veeam completed its roughly $1.7B acquisition of Securiti in December 2025 and launched the combined DataAI Command Platform at VeeamON in May 2026, with GA in early Q3 2026, built on Securiti's Data Command Center. The technology gains distribution and backing, but standalone packaging and roadmap are now set inside Veeam's platform strategy — a factor to weigh when buying Securiti as an independent AI governance product.

Do Securiti and OneTrust cover the EU AI Act?

Yes — compliance automation is core to both. Securiti provides assessments and mapping for the EU AI Act, NIST AI RMF and 20+ regulations on its PrivacyOps/DSPM stack; OneTrust provides EU AI Act, ISO 42001 and NIST AI RMF templates with automated control mapping, regulatory updates and automatic risk re-classification. The difference is where the evidence comes from: both build it from registrations and assessments, while runtime evidence — what actually happened on every call — requires an enforcement layer like Kosmoy's gateway and containment logs.

Where does Kosmoy fit against Securiti and OneTrust?

As the enforcement layer their programs describe. Securiti and OneTrust govern by record and workflow — discovery, assessments, risk scores, audits. Kosmoy runs single-tenant in your Kubernetes and brokers the traffic itself: a gateway with guardrails, RBAC and budgets on every LLM, MCP and A2A call, kernel-enforced agent containment with a kill switch, and EU AI Act / ISO 42001 (aligned) / NIST AI RMF evidence generated from the runtime. If the requirement is a governance program, either suite answers it; if it is enforced control over live AI, that is a category change.


Sources

Every factual claim about another vendor on this page traces to that vendor's own published material or a named third-party source below.

  1. Securiti AI Security & Governance product page — accessed August 16, 2026
  2. Gencore context-aware LLM Firewalls — accessed August 16, 2026
  3. Veeam DataAI Command Platform launch (VeeamON 2026) — accessed August 16, 2026
  4. TechCrunch: Veeam acquires Securiti AI for $1.7B — accessed August 16, 2026
  5. OneTrust EU AI Act compliance solution — accessed August 16, 2026
  6. OneTrust AI Guard docs (developer portal; dev/test scoping) — accessed August 16, 2026
  7. Gartner Magic Quadrant for AI Governance Platforms (June 2026) — third-party summary — accessed August 16, 2026
  8. Kosmoy AI Gateway — accessed August 16, 2026
  9. Gencore AI product page — accessed July 15, 2026
  10. Securiti deployment FAQ (self-hosted / regional tenants) — accessed July 15, 2026
  11. OneTrust AI Guard FAQ — accessed July 15, 2026
  12. AI Guard SDK (GitHub, Apache-2.0) — accessed July 15, 2026
  13. OneTrust expands AI Governance for real-time AI (press release, March 9, 2026) — accessed July 15, 2026
  14. OneTrust Spring '26 release notes (AI Guardrail Enforcement, Agent Detection GA) — accessed July 15, 2026
  15. OneTrust Winter '26 release blog (agent detection, AI inventory analysis) — accessed July 15, 2026
  16. OneTrust company profile (customers, ARR) — accessed July 15, 2026

One suite instead of two point tools

Kosmoy puts an inventory, a policy gateway, compliance evidence and a containment sandbox around every AI your teams run — in your own Kubernetes.

Or email sales@kosmoy.com.