Tune Insight
Tune Insight is a small company based in Lausanne, Switzerland, focused on transforming the data economy into an insight economy through secure data collaborations. The company specializes in privacy-preserving technologies and offers solutions for federated learning, data valorization, and encrypted computing.
Company Overview
Tune Insight is a small business based in Lausanne, Switzerland, with a team size of 18. The company focuses on transforming the data economy into an insight economy by emphasizing security, fairness, and privacy protection. It aims to facilitate secure collaborations on sensitive data without compromising control, making it a key player in the Data Security Software Products industry.
Services
Tune Insight offers a range of solutions designed for privacy-preserving record linkage and secure federated learning. Its platform enables organizations to collaborate securely on data while maintaining confidentiality. The services include advanced analytics for decision-making, privacy-preserving federated learning, and machine learning tailored for sectors such as healthcare and financial services.
Technologies
The company has developed Multiparty Homomorphic Encryption (MHE), which integrates Homomorphic Encryption with Secure Multiparty Computation. The platform is built on quantum-resistant secure multiparty computation and homomorphic encryption technologies. It supports privacy-enhancing technologies (PETs) and is designed to be scalable, accommodating hundreds of participants without the need for new infrastructure.
Specialties
Tune Insight specializes in various areas including data privacy, data valorization, and data protection. The company also focuses on advanced techniques such as homomorphic encryption, multiparty computation, federated learning, differential privacy, synthetic data, generative AI, and large language models (LLMs). These specialties enable the company to provide secure and efficient solutions across multiple sectors.
History
Tune Insight was established at the EPFL's Laboratory for Data Security in Lausanne, Switzerland. The company has developed a unique Encrypted Computing solution that allows computations to be performed on encrypted data, ensuring sensitive information remains protected. Its solutions are designed to be GDPR compliant and offer enhanced security compared to traditional federated learning methods.