Phala vs. Duality

Phala is transforming AI deployment by offering a confidential compute architecture that protects sensitive workloads with hardware-level guarantees. Built on advanced TEE technology, Phala ensures that code, data, and model outputs remain private—even from administrators, cloud providers, and hypervisors. Its catalog of confidential AI models spans leaders like OpenAI, Google, Meta, DeepSeek, and Qwen, all deployable in encrypted GPU environments within minutes. Phala’s GPU TEE system supports NVIDIA H100, H200, and B200 chips, delivering approximately 95% of native performance while maintaining 100% data privacy. Through Phala Cloud, developers can write code, package it using Docker, and launch trustless applications backed by automatic encryption and cryptographic attestation. This enables private inference, confidential training, secure fine-tuning, and compliant data processing without handling hardware complexities. Phala’s infrastructure is built for enterprise needs, offering SOC 2 Type II certification, HIPAA-ready environments, GDPR-compliant processing, and a record of zero security breaches. Real-world customer outcomes include cost-reduced financial compliance workflows, privacy-preserving medical research, fully verifiable autonomous agents, and secure AI SaaS deployments. With thousands of active teams and millions in annual recurring usage, Phala has become a critical privacy layer for companies deploying sensitive AI workloads. It provides the secure, transparent, and scalable environment required for building AI systems people can confidently trust.

Duality Technologies delivers a state-of-the-art privacy-enhancing platform that empowers enterprises to securely collaborate, analyze, and run AI models on sensitive, distributed, or inaccessible data without ever exposing the underlying information. Utilizing cutting-edge Privacy Enhancing Technologies (PETs) such as fully homomorphic encryption, federated learning, and trusted execution environments, Duality ensures data confidentiality, sovereignty, and regulatory compliance throughout the data science lifecycle. The platform enables seamless secure collaboration across organizational boundaries, data silos, and international borders, facilitating use cases in finance, healthcare, government, and marketing. With Duality, organizations can unlock deep insights, improve research capabilities, and accelerate data-driven innovation without the risks associated with data sharing or movement. It integrates effortlessly with major cloud service providers including AWS, Microsoft Azure, and Google Cloud, offering scalable and verifiable compliance-driven workflows. Duality’s collaboration hub manages governance and controls, allowing enterprises to securely share and analyze encrypted data with partner organizations. The platform supports complex AI workloads with privacy-first design, enabling customers to safely evaluate third-party AI models and securely train their own on encrypted datasets. Industry leaders trust Duality to balance powerful data science with uncompromising privacy, driving competitive advantage through secure collaboration. Their technology also underpins government programs requiring post-quantum security and zero-trust principles. Overall, Duality transforms how sensitive data is utilized, allowing organizations to harness AI innovation while maintaining absolute control over privacy and compliance.