# Swept vs OneTrust

OneTrust AI Governance is where legal, privacy and risk teams track AI systems, assess them and set policy. Swept keeps that record too, tests models and agents for bias and hallucinations, and is where your people and agents use AI every day, with policyholder data checked on every request.

_Reviewed Nov 12, 2026 from 13 public sources._

## The short answer

- **OneTrust:** Choose it if you run privacy and third-party risk in OneTrust and want AI reviews, policy and agent controls in the same platform.
- **Swept:** Choose it if you also need to see and control how staff use AI: approved tools, policyholder data checked on every request, spend caps by person and a log of every interaction, plus model testing and agent supervision.
- **Use both:** If you run OneTrust for privacy and third-party risk. Keep it there, and use Swept for AI: testing models, supervising agents and governing how your people use AI.

## Where each one sits

A carrier's AI shows up in four places, and Swept covers all four: the AI your people use, agents at work, AI in vendor software, and the models you build, which Swept tests for bias and hallucinations. OneTrust covers the models, agents and vendors on your AI inventory.

## Side by side

| Capability | Swept | OneTrust |
| --- | --- | --- |
| **Keep your data safe** | | |
| Staff use Claude, ChatGPT, Gemini and Copilot, approved and in their native form | Built in: Through a private gateway | Not offered: Governs AI; doesn't provide it to staff [1] |
| Policyholder data stopped before it reaches a model | Built in: Checked on every request | In your own apps: AI Guard SDK blocks or redacts sensitive data in apps you build [9] |
| Alerts when vendor software ships new AI | Built in: Including features that arrive in an update | Partly: Third-party AI is inventoried and risk assessed [1] |
| **Unshackle the full power of AI** | | |
| Agents that work with your core systems, without rip and replace | Built in: Built and run for you | Governs agents: Runtime control for agents; no claims or underwriting agents [4] |
| **Control costs and optimize ROI** | | |
| Caps and budgets by person and team, metered live | Built in | Usage tracking: Token use tracked where supported; caps not stated [1] |
| How you pay | On usage, not seats | Quote, based on admin users and AI inventory [5] |
| **Governance and supervision** | | |
| Governance mapped to NAIC and state requirements | Built in | Not stated |
| Live inventory of models, agents and AI tools | Built in: Including vendor AI | Built in: Discovers models, agents, datasets and vendors [1] |
| Models and agents tested for bias and hallucinations | Built in: On your own data, before and after release | Risk reviews: Revalidates risk after changes; bias or hallucination testing not described [1] |
| Policy enforced at runtime, on every request and agent action | Built in: Plus drift alerts for agents | Built in: Guardrails for models, plus CORIE for agent actions [2] |
| Audit-ready log of every AI interaction | Built in: Plus board-ready reporting | Agent and policy decisions [3] |
| **Avoid vendor lock-in** | | |
| Switch AI providers without rebuilding your rules | Built in: One set of guardrails across providers | Not in the request path: Governs AI; doesn't route it [1] |

## What is OneTrust AI Governance?

OneTrust is a privacy, security and governance platform founded in 2016 and based in Atlanta. Its AI Governance product inventories AI systems, models, agents, datasets and vendors, runs risk assessments, and connects to Amazon Bedrock, Microsoft AI Foundry, Google Vertex and Databricks. [1]

In 2026 it added runtime guardrails and CORIE, which can allow, stop or flag an agent's actions. Its prompt filtering works inside apps built with its SDK. Its public materials don't describe a governed place for staff to use ChatGPT or Claude. [2]

| OneTrust at a glance | |
| --- | --- |
| Founded | 2016, in Atlanta [13] |
| CEO | John Heyman, since February 2026 [12] |
| Recognition | A Visionary in the 2026 Gartner Magic Quadrant for AI Governance Platforms [10] |
| Deployment | SaaS on Microsoft Azure, multi-tenant or single-tenant [7] |
| Pricing | Quote based on admin users and AI inventory [5] |
| Security | SOC 2 Type II and ISO 27001 [6] |
| Customers | Over half of the Fortune 500, across its products [8] |
| Reviews | 4.2 out of 5 from 43 ratings on Gartner Peer Insights [11] |

## What each does well

### OneTrust

- Ties AI governance to privacy and third-party risk on one platform. [8]
- Connects out of the box to Amazon Bedrock, Microsoft AI Foundry, Google Vertex and Databricks. [1]
- Runtime controls that can allow, stop or flag an agent's action, with a record kept apart from the agent. [4]

### Swept

- Approved access to the AI your people want, with policyholder data checked before it reaches any model.
- Models and agents tested for bias and hallucinations on your own data, before and after release.
- Policy enforced at runtime, on every request and every agent action.
- Spend caps by person and team, and a log of every AI interaction.

## Try one real task: an adjuster drafts a coverage letter from a claim file

**With OneTrust:** OneTrust isn't the tool the adjuster types into. If the drafting tool is in its inventory, OneTrust holds the risk review, and if your developers built it with the AI Guard SDK, prompts can be checked for sensitive data.

**With Swept:** The adjuster uses Claude or ChatGPT through Swept. Policy numbers and health details are caught before the request leaves your environment, and the draft is logged for review.

## OneTrust AI Governance alternatives for insurance carriers

Carriers usually look past OneTrust AI Governance for one of two reasons: they need to see and control how staff use generative AI, or they want models and agents tested, not only reviewed. Most alternatives cover one slice. Swept covers the whole job in one platform.

- **Swept.** Best for: Carriers that want to see and control how staff use AI, with approved tools, policyholder data checked on every request and a log of every interaction, plus model testing and agent supervision in the same platform.
- **[Credo AI](/compare/credo-ai).** Best for: Governance teams that want a formal program record: an AI registry, risk reviews and policy packs mapped to regulations.
- **[Holistic AI](/compare/holistic-ai).** Best for: Teams that want AI discovery plus deep testing, red teaming and agent oversight.
- **[ModelOp](/compare/modelop).** Best for: Model risk teams that want a self-hosted inventory with approvals and monitoring for every model and agent.
- **[Monitaur](/compare/monitaur).** Best for: Model risk teams documenting and validating pricing, underwriting and claims models for examiners.

## Questions carriers ask

### Is Swept a replacement for OneTrust?

For AI governance, yes for most carriers. Swept keeps the AI inventory, tests models and agents for bias and hallucinations, and governs how your people and agents use AI. OneTrust still makes sense for privacy and third-party risk outside AI.

### What are the best OneTrust AI Governance alternatives for insurance carriers?

It depends on the gap. Swept fits carriers that need staff on approved AI with policyholder data checked on every request, plus model testing and agent supervision. Credo AI fits teams building a formal governance record, Holistic AI fits teams that want deep testing and red teaming, and ModelOp fits model risk teams that host their own platform.

### OneTrust can filter prompts. Doesn't that cover staff using AI?

Partly. Its AI Guard SDK checks prompts inside apps your developers build, and OneTrust describes it as suited to development and testing rather than high volumes. Staff using Claude, ChatGPT or Copilot still need approved accounts, data checks on every request, spend limits and a log of what they did. Swept provides those.

### Does OneTrust test models for bias and hallucinations?

Its AI Governance materials describe risk assessments, with risk revalidated when a model, agent or dataset changes. They don't describe built-in bias or hallucination testing. Swept tests models and agents for bias and hallucinations on your own data, before and after release.

### Does OneTrust control AI agents at runtime?

Yes. CORIE, announced in September 2026, can allow, stop or flag an agent's tool call, and keeps that check separate from the agent. OneTrust hasn't said whether it's generally available. Swept enforces policy on every request and agent action, and applies the same controls to people using AI.

### Which one helps more with the NAIC Model Bulletin?

OneTrust's public AI governance materials don't name the bulletin or include insurance-specific AI guidance. Swept covers both sides the bulletin asks about. It keeps the inventory and test results for your models and agents, and records how AI is used, by whom and with what data.

### How much does OneTrust AI Governance cost?

OneTrust quotes AI Governance based on admin users and the size of your AI inventory, with no public list prices. Swept charges on usage, so you pay for the AI your team actually uses. Ask us for a usage estimate based on your headcount.

### Is OneTrust a good fit for a regional carrier with a small IT team?

It can be, if you already run OneTrust. Gartner Peer Insights reviewers praise its central inventory and approvals, and some say setup is complex and works best with a governance framework already in place. Swept runs in a private cloud set up for your carrier, so a small team isn't building the program.

## Sources

Public documentation as of Nov 12, 2026. Where something isn't stated, we say so. OneTrust is a trademark of its owner.

1. [OneTrust AI Governance solution](https://www.onetrust.com/solutions/ai-governance/)
2. [OneTrust expands AI governance for real-time AI, March 2026](https://www.globenewswire.com/news-release/2026/03/09/3251861/0/en/onetrust-expands-ai-governance-to-meet-the-demands-of-scalable-real-time-ai.html)
3. [OneTrust unveils platform innovations to govern AI at enterprise scale, September 2026](https://www.onetrust.com/news/onetrust-unveils-platform-and-product-innovations-to-govern-ai-at-enterprise-scale/)
4. [OneTrust introduces CORIE to govern AI agents, September 2026](https://www.onetrust.com/news/onetrust-introduces-corie-to-govern-ai-agents-at-machine-speed/)
5. [OneTrust enterprise pricing](https://www.onetrust.com/enterprise-pricing/)
6. [OneTrust Trust Center](https://www.onetrust.com/content/onetrust/us/en/trust)
7. [About OneTrust hosting options, locations and backup](https://my.onetrust.com/articles/en_US/Knowledge/UUID-21f6bff2-1b12-8c67-e8b0-d852e36f37af)
8. [OneTrust platform overview](https://www.onetrust.com/)
9. [OneTrust AI Guard FAQ](https://developer.onetrust.com/onetrust/docs/ai-guard-faq)
10. [OneTrust named a Visionary in the 2026 Gartner Magic Quadrant for AI Governance Platforms](https://www.onetrust.com/news/onetrust-named-a-visionary-in-the-inaugural-gartner-magic-quadrant-for-ai-governance-platforms/)
11. [OneTrust AI Governance reviews, Gartner Peer Insights](https://www.gartner.com/reviews/product/onetrust-ai-governance)
12. [OneTrust appoints John Heyman as CEO, February 2026](https://www.onetrust.com/news/onetrust-appoints-john-heyman-as-chief-executive-officer-to-drive-ai-ready-governance-platform-innovation/)
13. [Atlanta Journal-Constitution: OneTrust announces new CEO, February 2026](https://www.ajc.com/business/2026/02/homegrown-ai-unicorn-with-a-high-tech-beltline-hq-announces-new-ceo)

## See Swept next to what you run today

→ [Talk to us](/contact)