Data Privacy and Security
On top of keeping data always encrypted in memory, we enable the use of advanced privacy techniques such as Differential Privacy and Privacy Budgeting for the analysis of datasets which protects the privacy of discreet data points.
Protecting What Matters Most
At Secretarium, we understand that data privacy is paramount.
Our Confidential Computing platform goes beyond encryption, accompanying advanced privacy techniques to ensure the security of individual data points even during analysis.
Key Technologies We Employ:
Always-On Encryption
We keep all data encrypted in memory, ensuring that no sensitive information is ever exposed, even during computation. Our secure enclaves safeguard data throughout its lifecycle, preventing unauthorised access or manipulation.
Differential Privacy & Privacy Budgeting
Our platform empowers Differential Privacy workflows to allow the analysis of large datasets while protecting individuals’ privacy. Some of these techniques add statistical noise to data queries, enabling insights to be drawn without revealing discreet details. By employing a Privacy Budget, you control how much data can be analysed while still ensuring individual data points remain confidential.
Data Provenance and Lineage
To further enhance security, we enforce data provenance—tracking the origination and authenticity of data—and data lineage, capturing every transformation the data undergoes and the code that operates it. This approach not only maintains the integrity of the data but also provides a continuous view of its journey, ownership, and how insights are derived.
Use Cases:
Healthcare Analytics
When handling sensitive patient data, differential privacy allows healthcare providers to analyse medical datasets without compromising patient confidentiality. This ensures compliance with HIPAA and other healthcare regulations while enabling advanced research.
Financial Services
Data provenance and lineage are critical in financial institutions to ensure regulatory compliance. By tracking the origins and transformations of financial data, Secretarium helps institutions meet AML (Anti-Money Laundering) and GDPR requirements while safeguarding transaction monitoring systems.
Legal and Regulatory
Data lineage supports secure, auditable processes in legal and regulatory environments. It allows organisations to trace the ownership and modification of sensitive client information without exposing it to unauthorised parties. This privacy-first approach aids compliance with various global regulations.
Why Choose Secretarium?
Our platform combines the latest privacy-preserving technologies with rigorous data tracking, ensuring the highest levels of confidentiality and security.
Whether your focus is healthcare, finance, or regulatory compliance, Secretarium's privacy-first architecture offers the confidence to handle sensitive data securely while still enabling powerful insights.
Hardware-based Trusted Execution Environments (TEEs) power Turing complete-capable secure enclaves in which applications can execute securely and protect their data from unauthorised access.
When software operates in opaque or proprietary ways, accountability and trust become challenging. Secretarium technology enables accountability through verifiable transparency by allowing stakeholders to independently verify the claims and functioning of the system.