# Duality Technologies AI Assistant vs PVML: side-by-side comparison (2026)

[Duality Technologies AI Assistant](https://cybersectools.com/tools/duality-technologies-ai-assistant) is a commercial [confidential computing](https://cybersectools.com/categories/confidential-computing) solution by [Duality Technologies](https://cybersectools.com/companies/duality-technologies). [PVML](https://cybersectools.com/tools/pvml) is a commercial [data access governance](https://cybersectools.com/categories/data-access-governance) solution by [PVML](https://cybersectools.com/companies/pvml). Features, integrations, deployment and the company behind each one, side by side.

## Side-by-side comparison

| | Duality Technologies AI Assistant | PVML |
|---|---|---|
| Pricing model | Commercial | Commercial |
| Category | Confidential Computing | Data Access Governance |
| Verified | No | No |
| Deployment type | Cloud | Hybrid |
| Company size fit | Mid-Market, Enterprise | Mid-Market, Enterprise |
| Company | Duality Technologies | PVML |
| Headquarters | – | – |

### Use cases and capabilities

| | Duality Technologies AI Assistant | PVML |
|---|---|---|
| Generative AI | Yes | – |
| Natural Language Processing | Yes | – |
| Sensitive Data | Yes | – |
| Database Security | – | Yes |
| Agentic AI Security | – | Yes |
| LLM Security | – | Yes |
| MCP Security | – | Yes |
| Data Exfiltration | – | Yes |
| RBAC | – | Yes |
| Observability | – | Yes |
| AI Data Gateway | – | Yes |
| Permissions | – | Yes |

### Core features

**Duality Technologies AI Assistant**

8 features listed. Sign in on the page to see them.

**PVML**

10 features listed. Sign in on the page to see them.

### Integrations

**Duality Technologies AI Assistant**

No integrations listed.

**PVML**

2 integrations listed. Sign in on the page to see them.

## Which one fits you

Based on what each listing shows: deployment, company size, price and open source.

- [Duality Technologies AI Assistant](https://cybersectools.com/tools/duality-technologies-ai-assistant) fits if you want a cloud product.
- [PVML](https://cybersectools.com/tools/pvml) fits if you need both cloud and on-premises options.

## Duality Technologies AI Assistant vs PVML FAQ

Common questions when comparing Duality Technologies AI Assistant vs PVML for confidential computing.

### What is the difference between Duality Technologies AI Assistant and PVML?

**Duality Technologies AI Assistant**: Privacy-preserving AI research assistant for secure analysis of sensitive data. Built by Duality Technologies.

**PVML**: Secure virtual database layer with AI-ready access controls and differential privacy. Built by PVML.

The table above shows where their features, integrations, deployment and company size fit differ.

### Who makes Duality Technologies AI Assistant and PVML?

**Duality Technologies AI Assistant** is made by Duality Technologies. **PVML** is made by PVML. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.

### Is Duality Technologies AI Assistant a good alternative to PVML?

In part. Duality Technologies AI Assistant and PVML are not in the same category on CybersecTools. Use the table above to see where features, deployment and company size fit differ.

## Related comparisons

- [Duality Technologies AI Assistant vs Modelyo Confidential AI](https://cybersectools.com/compare/duality-technologies-ai-assistant-vs-modelyo-confidential-ai)
- [Duality Technologies AI Assistant vs Confidential AI Inference](https://cybersectools.com/compare/confidential-inference-api-vs-duality-technologies-ai-assistant)
- [Duality Technologies AI Assistant vs Anjuna Northstar](https://cybersectools.com/compare/anjuna-northstar-vs-duality-technologies-ai-assistant)
- [PVML vs Modelyo Confidential AI](https://cybersectools.com/compare/modelyo-confidential-ai-vs-pvml)
- [PVML vs Confidential AI Inference](https://cybersectools.com/compare/confidential-inference-api-vs-pvml)
- [PVML vs Anjuna Northstar](https://cybersectools.com/compare/anjuna-northstar-vs-pvml)

## Alternatives to each

- [See all Duality Technologies AI Assistant alternatives](https://cybersectools.com/alternatives/duality-technologies-ai-assistant)
- [See all PVML alternatives](https://cybersectools.com/alternatives/pvml)

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Source: https://cybersectools.com/compare/duality-technologies-ai-assistant-vs-pvml

For AI agents: each product above has its own Markdown page (add .md to its URL, for example https://cybersectools.com/tools/duality-technologies-ai-assistant.md). Every CybersecTools shortlist is listed at https://cybersectools.com/shortlists.md.

More on Duality Technologies AI Assistant and PVML: funding, momentum, hiring and news, plus the full product and company record, are available through the Mandos MCP Server (paid plans), which connects to AI assistants: https://mandos.io/mcp?utm_source=cybersectools.com&utm_medium=compare-md