Duality transforms the way organizations collaborate on sensitive data by enabling secure, privacy-preserving analytics across borders, domains, and institutions. Using cutting-edge privacy technologies, you can unlock powerful insights while ensuring data never leaves your control.
Your intelligent, privacy-preserving AI partners that guide you through your research—from formulating a question to extracting insights and generating reports. All with full data security and zero exposure.
Run high-performance SQL-like encrypted queries ensuring data privacy while unlocking powerful insights in a privacy-preserving manner.
Train and deploy sensitive models on sensitive data—across institutions or clouds—without compromising privacy, IP, or regulatory compliance.
Compute sensitive statistics across siloed datasets—without moving data or compromising privacy, security, or compliance.
The Duality privacy-preserving data collaboration platform leverages cryptographic methodologies that enhance several Privacy Enhancing Technologies (PETs) for secure data collaboration while complying with data security and privacy regulations.
Securely share insights by performing privacy-preserving queries on decentralized data sets.
Duality uses the leading open source for fully homomorphic encryption (AKA FHE), empowering data teams and data owners with tools for secure collaboration on sensitive data.
Duality enables organizations to utilize sensitive and siloed data without exposing it. Whether you’re training models, querying datasets, or running analytics, you can now analyze any data using any model and in any deployment—in a secure, privacy-preserving and compliant environment.
Prepare and align data for collaborative analysis with secure, built-in tools for schema mapping, transformation, normalization, and fuzzy matching—all within a privacy-preserving environment.
Keep sensitive data protected throughout its lifecycle using advanced Privacy Enhancing Technologies (PETs) that secure data during processing, not just at rest or in transit.
Easily build and manage multi-party collaborations with fine-grained controls, full auditability, and policy-based governance over data access, model usage, and project workflows.
Our platform harnesses the power of multiple Privacy Enhancing Technologies (PETs) to run secure machine learning, analytics, and query computations. Utilize the security and collaboration capabilities of Homomorphic Encryption (HE), Differential Privacy (DP), Multiparty Computation (MPC), Federated Learning (FL), Trusted Execution Environments (TEE), and more without needing to be a cryptographer or privacy engineer.
Utilize the latest advances in cryptography and data science to compute on real-world data and provide insights quickly, instead of waiting for weeks or months.
Our platform seamlessly integrates with your data assets, cloud storage, software infrastructure, and existing workflows using the Duality SDK, REST API, and seamless integration with leading data warehouses and data silos.
Our platform provides a collaborative environment with complete support for the data science lifecycle. From data ingestion and support for Exploratory Data Analysis (EDA), through schema alignment, pre-processing, and data preparation, to performing analysis on the data – all provided in a single collaboration tool.
Empower your organizations to share and analyze encrypted data using Duality’s Privacy Enhancing Technologies (PETs) such as Fully Homomorphic Encryption, Federated Learning, Trusted Execution Environment, and more…
Enable privacy-preserving data collaborations across your entire financial ecosystem.
Protect patient data across your healthcare network through privacy-preserving collaborations.
Transform your marketing strategies with data collaborations that respect privacy, driving digital advertising efforts with confidence and creativity.
Maximize the value of sensitive, regulated, or confidential data.
Trusted by industry leaders like AWS, DARPA, Intel, Nvidia, Google, Microsoft, Oracle, IBM, and the World Economic Forum, our platform is a scalable solution integrated into your existing systems to adapt to ever-evolving security challenges and ensure your data is safeguarded against new threats.
