Confidential AI Inference is a commercial confidential computing solution by Confidential AI. Duality Query is a commercial confidential computing solution by Duality Technologies. Features, integrations, deployment and the company behind each one, side by side.
OpenAI-compatible LLM inference API with hardware attestation for confidential computing
Privacy-preserving query platform using FHE to query encrypted, siloed datasets.
See more solutions in this category, or build a security stack from your picks.
Based on what each listing shows: deployment, company size, price and open source.
Confidential AI Inference fits if you want a cloud product and you are a startup or a small business.
Duality Query fits if you need both cloud and on-premises options.
Common questions when comparing Confidential AI Inference vs Duality Query for confidential computing.
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.
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.
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.
No Confidential Computing shortlist yet. This is the closest one.
Updated 2026-11-02
See the shortlist
