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Duality Technologies

Privacy-enhancing technology platform using homomorphic encryption and federated learning for secure data collaboration.

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63/100Incremental Innovator

Overview

Duality Technologies provides a platform for collaborating on and analyzing sensitive data without exposing it, using fully homomorphic encryption, secure multiparty techniques, federated learning and confidential computing.

Founded in 2016 by cryptographers and data scientists, it targets financial services, healthcare and government. It raised a $30M Series B led by LG Technology Ventures, bringing total funding to roughly $50M.

Innovation Matrix Assessment

Innovation Velocity 7/10

Long-running FHE research roots and integration with cloud confidential computing in 2025.

Operational Value 6/10

Enables analytics on sensitive data without sharing it.

Market Momentum 5/10

About $50M raised; Intel Capital among earlier investors; limited public customer data.

Category Disruption 7/10

Computation on encrypted data changes how data sharing is approached.

Real-World Efficacy 5/10

Government and healthcare use cases cited; independent evidence limited.

Enduring Relevance 8/10

Privacy-preserving analytics and AI data collaboration are durable needs.

Why CISOs Should Care

Allows data partnerships and AI model training on regulated data without moving or exposing raw records.

What Makes It Different

Applies homomorphic encryption and federated learning in a productized platform.

The Matrix Verdict

63/100 — INCREMENTAL INNOVATOR

Duality is an Incremental Innovator near the Meaningful threshold. Strong technical differentiation, moderate market evidence.

Editorial Note: Claims vs. Verified Findings

HQ reported inconsistently (Hoboken vs Newark vs Tel Aviv); funding totals vary by source. Use-case claims are vendor-stated.

Sources