# AI governance simplified with Deeploy

> OneTrust catalogs AI risks. Deeploy governs models in production, with bias and drift monitoring, explainability, and regulator-ready audit trails.

**Source:** https://deeploy.ai/compare-onetrust/

**About this file:** Machine-readable markdown version of the page above, for LLMs and AI assistants. Regenerated automatically whenever the page is updated.

Go beyond risk inventory platforms like OneTrust with operational AI governance. Centralise all your models, apply governance controls, monitor performance, and generate regulator-ready audit trails, all in one platform.

## Portfolio management isn't enough for AI compliance

- ✗ Risk inventories catalog AI systems but don't govern models in production.
- ✗ Auditors need evidence: prediction logs, bias metrics, drift monitoring.
- ✗ Compliance sees policy alignment. Engineering sees deployments. No unified view of operational risks.

## How Deeploy compares to OneTrust

OneTrust helps you track compliance on paper. Deeploy turns it into real, operational controls.

| Feature | Deeploy | OneTrust |
| --- | --- | --- |
| AI Use Case Inventory | Yes | Yes |
| Model Explainability | Native, regulator-ready | n/a |
| Bias & Drift Monitoring | Built-in | n/a |
| Audit Logs (per prediction) | Yes | n/a |
| EU AI Act Alignment | Technical & operational | Policy-level only |
| Stakeholder Dashboards | For business, compliance & tech teams | Legal & compliance focus |
| AI Model Deployment | Yes | n/a |

## All your AI models in one place

**Connect any AI, on any platform, and track them all from one interface.**

- Integrates with any MLOps and GenAI platform
- Supports any open source framework
- Centralised control without migration pains

## Know what's running and prove it's safe

**Stay ahead of audits without slowing teams down**

- Meet EU AI Act & ISO 42001 standards
- Use our templates, comply 90% faster
- Audit trails & documentation in one place

## Catch issues before they become liabilities

**Track performance, explain every prediction, detect drift, and stay in control as your data changes.**

- Live dashboards and alerts
- Real-time explanations for any AI
- Spot issues before it impacts users

## Why teams switch from OneTrust to Deeploy

### Model-level depth

**OneTrust catalogs AI risks. Deeploy monitors bias, drift, and explainability at the model level, generating regulator-ready logs for each prediction.**

### Operational compliance

**Beyond risk tracking, Deeploy generates audit evidence automatically, concrete proof that your models comply, not just documentation.**

### Bridging business & technical teams

**Compliance officers see policy alignment. Data scientists see model performance. Engineering sees deployment metrics. One platform, three critical perspectives.**

## Ready to see model-level AI governance in action?

Book a demo: https://deeploy.ai/book-demo/

## Frequently asked questions

### We already use OneTrust for AI governance. Why would we need Deeploy?

OneTrust tracks risks at the portfolio level, cataloging which AI systems exist and their risk classifications. Deeploy governs models in production, providing the technical evidence OneTrust cannot generate: bias metrics, drift alerts, prediction-level audit logs, and explainability reports.

### Isn't there overlap between what OneTrust does and what Deeploy does?

Minimal overlap. OneTrust handles policy management, risk cataloging, and data privacy. Deeploy goes deeper with AI model governance, allowing you to directly implement governance controls, monitoring models, detecting bias, generating explanations, and creating technical audit evidence. OneTrust tells you *what* AI risks exist. Deeploy proves *how* those risks are controlled operationally.

### What specific compliance needs does Deeploy address?

Deeploy allows teams to easily set up governance controls at the model level, store model and compliance documentation, monitor performance, and generate audit trails aligned with what regulations such as the EU AI Act require.

### We want a single platform for all governance needs. Doesn't this create fragmentation?

Deeploy is a complete AI governance platform, you get model registry, deployment, monitoring, compliance controls, and audit evidence generation in one place. That said, if you have existing investments in platforms like OneTrust for broader data governance, Deeploy can integrate, feeding model-level compliance data into their inventory systems.

---

**Get in touch:** You can book a demo at https://deeploy.ai/book-demo/ or reach the team via https://deeploy.ai/contact/.