# Duality Technologies
> Privacy-preserving data collaboration platform using homomorphic encryption,
  federated learning, and secure multi-party computation.

## Platform
- [Platform Overview](https://dualitytech.com/platform/): Secure data collaboration
  stack with encrypted query, collaborative AI, and federated analytics
- [Secure Query](https://dualitytech.com/platform/secure-query/): Run encrypted queries
  on external datasets without revealing questions or accessing raw data
- [Secure Collaborative AI](https://dualitytech.com/platform/secure-collaborative-ai/):
  Train ML models on sensitive data without compromising privacy
- [Federated Analytics](https://dualitytech.com/platform/secure-federated-analytics/):
  Cross-institution analytics while retaining data control

## Technology
- [Homomorphic Encryption](https://dualitytech.com/platform/technology-fully-homomorphic-encryption/):
  Compute on data while it remains encrypted
- [Federated Learning](https://dualitytech.com/platform/technology-federated-learning/):
  Collaborative model training without sharing raw data

## Solutions
- [Government](https://dualitytech.com/solutions/government/): Zero-footprint
  investigations, cross-domain collaboration
- [Healthcare](https://dualitytech.com/solutions/healthcare/): Privacy-preserving
  clinical research and patient data analytics
- [Financial Services](https://dualitytech.com/solutions/financial-services/):
  Fraud prevention, AML, KYC compliance

## Key Facts
- Founded by Turing Award winner Prof. Shafi Goldwasser and MIT cryptographers
- Co-founders invented modern fully homomorphic encryption systems
- Partners: AWS, Google Cloud, Oracle, Intel, DARPA, NVIDIA
- Recognition: Gartner Cool Vendor, RSAC Innovation Sandbox 2019
- Trusted by NHS England, Scotiabank, and government agencies worldwide