BeeKeeperAI (EscrowAI) vs Integral

BeeKeeperAI’s EscrowAI is a confidential AI computing environment for protecting models and data while controlling AI-agent actions. It runs data and models inside a hardware-isolated Trusted Execution Environment, with encryption inside that environment, in transit, and at rest. An immutable ledger records computations and autonomous-agent activity. Governance controls authorize agent actions and can enforce or revoke permission when an agent acts outside approval or attempts to leave the protected environment. EscrowAI can run open-source and open-weight models in its secure environments. BeeKeeperAI says it can be hosted in the cloud or on premises, including an Azure confidential-computing setup using Intel SGX enclaves. Healthcare workflows support dataset creation, labeling, segmentation, and annotation. Data remains in an organization’s protected cloud storage and uses primary rather than synthetic or de-identified data. The paid product has pricing on request and no listed public trial.

Integral prepares real-world data for AI by assessing privacy risk, sanitizing datasets and documenting the work. Qualified statistical experts evaluate re-identification risk and provide a signed opinion scoped to the assessment. Integral Privacy Sanitization de-identifies enterprise data while recording assessment details, remediation, utility metrics and methodology provenance. Remediation Preview lets teams compare privacy impact and utility metrics across several strategies before applying changes, and the platform supports reassessment as datasets, recipients and context evolve. Integral describes processing healthcare and clinical records, behavioral and consumer data, and enterprise and operational data. Deployment options include managed cloud, VPC or private cloud, on-premises and air-gapped environments. Privacy Sanitization can run directly in a customer’s Databricks environment. The site links to Bleach, an API for sanitizing data before training pipelines, and says a HIPAA BAA is available. Integral is presented for AI builders, data providers, pharma, data brokers and analytics teams. Pricing is on request.