One platform. Endless collaboration possibilities.
The Duality Platform

Duality enables multiple parties to securely compute on sensitive data while preserving privacy, confidentiality, and regulatory compliance.

Duality seamlessly integrates with existing systems so you can set up collaboration projects quickly and at scale. Our applications — including Analytics & Machine Learning, Query, and Collaboration Hub — enable you to run descriptive statistics; train, tune, and deploy AI and ML inference models; and deploy SQL-like queries, all while using encrypted data or models. Securely collaborate with partners in any environment to unlock the value of your data, drive revenue, and amplify efficiency across your organization. To learn more about our applications, click here.

The Duality Platform

Secure collaboration on your terms: any computation,
any environment, across your network

Secure collaboration on your terms: any computation, any environment, across your network

Encrypt Data

Encrypt and link disparate data sets to train and tune models or deploy analytics on aggregated data – without exposing the underlying information to third parties.

Encrypt Models

Encrypt and deploy models and queries on decentralized data sets – while keeping them secure and protected from reverse engineering.

Manage Collaborations

Set up and manage your own secure collaboration network to enable your customers and partners to securely collaborate with one another.

Product Benefits

Performance and Scalability

Utilize the latest advances in cryptography and data science to compute on real-world data and get insights as you need them, instead of waiting weeks and months.

Privacy Compliance

Ensure compliance with global privacy and data regulations like CCPA, GDPR, HIPAA, BSA, and more.

Easy Integration

Seamlessly integrate with your data assets and infrastructure using the Duality RESTful API.

End-to-End Control

Control your projects from end-to-end, including collaboration roles, data, and models.

How it Works

Duality operationalizes Privacy Enhancing Technologies (PETs) –
empowering organizations to share and analyze encrypted data.

Duality Applications


Securely share insights by performing privacy-preserving queries on decentralized data sets.

Analytics & Machine Learning

Leverage machine learning and analytics using encrypted data and models.

Collaboration Hub

Create and manage your own privacy-protected network.

Experience secure collaborative computing today.

Experience secure collaborative computing today.

Maximize the value of sensitive, regulated, or confidential data.