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

[Confidential AI Inference](https://cybersectools.com/tools/confidential-inference-api) is a commercial [confidential computing](https://cybersectools.com/categories/confidential-computing) solution by [Confidential AI](https://cybersectools.com/companies/confidential-ai). [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). Features, integrations, deployment and the company behind each one, side by side.

## Side-by-side comparison

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

### Use cases and capabilities

| | Confidential AI Inference | Duality Query |
|---|---|---|
| Generative AI | Yes | – |
| Verification | Yes | – |
| REST API | Yes | – |
| Hardware Security | Yes | – |
| Sensitive Data | Yes | – |
| GenAI Security | Yes | – |
| LLM Security | Yes | – |
| SDK | Yes | – |
| Isolation | Yes | – |
| Encryption | – | Yes |
| Quantum Safe | – | Yes |

### Core features

**Confidential AI Inference**

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

**Duality Query**

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

### Integrations

**Confidential AI Inference**

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

**Duality Query**

No integrations listed.

## Which one fits you

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

- [Confidential AI Inference](https://cybersectools.com/tools/confidential-inference-api) fits if you want a cloud product and you are a startup or a small business.
- [Duality Query](https://cybersectools.com/tools/duality-query) fits if you need both cloud and on-premises options.

## Confidential AI Inference vs Duality Query FAQ

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

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

**Confidential AI Inference**: OpenAI-compatible LLM inference API with hardware attestation for confidential computing. Built by Confidential AI.

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

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

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

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

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

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

## Related comparisons

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

## Alternatives to each

- [See all Confidential AI Inference alternatives](https://cybersectools.com/alternatives/confidential-inference-api)
- [See all Duality Query alternatives](https://cybersectools.com/alternatives/duality-query)

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Source: https://cybersectools.com/compare/confidential-inference-api-vs-duality-query

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

More on Confidential AI Inference and Duality Query: 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