EscrowAI: Confidential Computing for Secure AI on Sensitive Data
door BeeKeeperAI, Inc.
Run AI and analytics on protected datasets without exposing data or model IP.
EscrowAI is a secure computing platform that enables organizations to run AI and analytics on sensitive data—without sharing the data or exposing proprietary models. Built on Microsoft Azure confidential computing, EscrowAI encrypts data and models during execution and provides a governed trust layer for multi-party AI collaboration.
Organizations often face a fundamental barrier: valuable data cannot be shared due to privacy, regulatory, or competitive constraints. At the same time, model developers need access to high-quality data to generate insights. EscrowAI solves this by allowing computation to move to the data—ensuring that neither the data owner nor the model owner has to relinquish control.
The platform enforces fine-grained data usage policies, protects model intellectual property, and generates verifiable audit records for every computation. This enables secure, compliant collaboration across organizational boundaries where traditional data platforms fall short.
Who Benefits
Data Custodians (e.g., healthcare providers, financial institutions, public sector organizations)
- Keep sensitive data within their own environment
- Enable AI and analytics without exposing raw data
- Maintain compliance with privacy and regulatory requirements
Model Developers and Researchers
- Run models on protected, high-value datasets
- Protect proprietary models and intellectual property
- Collaborate with external data partners without risk
Microsoft Sellers and Azure Specialists
- Unlock opportunities where data-sharing constraints block deals
- Drive Azure consumption through secure, multi-party computing scenarios
- IP Co Sell; MACC eligible
Customer Need / Pain Addressed
EscrowAI addresses a critical gap in modern data and AI workflows:
- Data cannot be moved or shared due to privacy, sovereignty, or contractual restrictions
- Collaboration is limited by lack of trust between organizations
- Model IP is at risk when deployed in external or shared environments
- Auditability and governance are required for regulated industries
Unlike platforms such as Microsoft Fabric or Databricks, which focus on unifying data within a single organization, EscrowAI enables secure collaboration across organizations—without requiring data or models to be exposed.
When to Use EscrowAI
- Cross-organization AI or analytics is required
- Data sharing is restricted or prohibited
- Multi-party governance and auditability are critical
- Sensitive data and model IP must remain protected
Built on Azure
EscrowAI leverages:
- Azure Confidential Computing
- Confidential VMs and Containers
- Azure Blob Storage
- Azure Confidential Ledger
Certifications & IP
- SOC 2 Type II
- ISO 27001 (in progress)
- Protected by U.S. patents (additional patents pending)
Partner
Mobia Health Innovations – Canada & US