# Duality Query vs Modelyo Confidential AI: side-by-side comparison (2026)

[Duality Query](https://cybersectools.com/tools/duality-query) is a commercial [confidential computing](https://cybersectools.com/categories/confidential-computing) solution by [Duality Technologies](https://cybersectools.com/companies/duality-technologies). [Modelyo Confidential AI](https://cybersectools.com/tools/modelyo-confidential-ai) is a commercial [confidential computing](https://cybersectools.com/categories/confidential-computing) solution by [Modelyo](https://cybersectools.com/companies/modelyo). Features, integrations, deployment and the company behind each one, side by side.

## Side-by-side comparison

| | Duality Query | Modelyo Confidential AI |
|---|---|---|
| Pricing model | Commercial | Commercial |
| Category | Confidential Computing | Confidential Computing |
| Verified | No | No |
| Deployment type | Hybrid | Hybrid |
| Company size fit | Mid-Market, Enterprise | Mid-Market, Enterprise |
| Company | Duality Technologies | Modelyo |
| Headquarters | – | – |

### Use cases and capabilities

| | Duality Query | Modelyo Confidential AI |
|---|---|---|
| Encryption | Yes | Yes |
| Quantum Safe | Yes | – |
| Generative AI | – | Yes |
| RAG Security | – | Yes |
| Agentic AI Security | – | Yes |
| Hardware Security | – | Yes |
| Isolation | – | Yes |
| Multi Tenancy | – | Yes |
| Key Management | – | Yes |
| Verification | – | Yes |
| Sensitive Data | – | Yes |

### Core features

**Duality Query**

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

**Modelyo Confidential AI**

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

### Integrations

**Duality Query**

No integrations listed.

**Modelyo Confidential AI**

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

## Duality Query vs Modelyo Confidential AI FAQ

Common questions when comparing Duality Query vs Modelyo Confidential AI for confidential computing.

### What is the difference between Duality Query and Modelyo Confidential AI?

**Duality Query**: Privacy-preserving query platform using FHE to query encrypted, siloed datasets. Built by Duality Technologies.

**Modelyo Confidential AI**: Confidential computing platform for running AI on encrypted, geo-bound, attested data. Built by Modelyo.

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

### Who makes Duality Query and Modelyo Confidential AI?

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

### Is Duality Query a good alternative to Modelyo Confidential AI?

Often, yes. Duality Query and Modelyo Confidential AI are both Confidential Computing products, and both cover Encryption. Use the table above to see where features, deployment and company size fit differ.

## Related comparisons

- [Duality Query vs Modelyo Sovereign Cloud](https://cybersectools.com/compare/duality-query-vs-modelyo-cloud)
- [Duality Query vs Niobium The Fog](https://cybersectools.com/compare/duality-query-vs-niobium-the-fog)
- [Duality Query vs Confidential AI Inference](https://cybersectools.com/compare/confidential-inference-api-vs-duality-query)
- [Modelyo Confidential AI vs Modelyo Sovereign Cloud](https://cybersectools.com/compare/modelyo-cloud-vs-modelyo-confidential-ai)
- [Modelyo Confidential AI vs Niobium The Fog](https://cybersectools.com/compare/modelyo-confidential-ai-vs-niobium-the-fog)
- [Modelyo Confidential AI vs Confidential AI Inference](https://cybersectools.com/compare/confidential-inference-api-vs-modelyo-confidential-ai)

## Alternatives to each

- [See all Duality Query alternatives](https://cybersectools.com/alternatives/duality-query)
- [See all Modelyo Confidential AI alternatives](https://cybersectools.com/alternatives/modelyo-confidential-ai)

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Source: https://cybersectools.com/compare/duality-query-vs-modelyo-confidential-ai

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

More on Duality Query and Modelyo Confidential AI: 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