About PVML

PVML provides software that creates secure virtual databases over a company's existing data without moving or copying it. It applies differential privacy and per-query permissions, and connects data to AI tools through MCP, A2A and APIs. Vendor materials cite finance, insurance, telecom and healthcare use.

Common use cases

  • Secure AI data access
  • Cross-unit data sharing
  • Insight monetization

Products and services

Connect

Live connectivity to databases without moving data

Protect

Differential privacy and permission engine

Unlock

Connections to AI tools and agents

Monitor

Audit logging of queries and agent activity

Key features

  • No data movement
  • Differential privacy
  • Query-level permissions
  • MCP and API access
  • Audit logging
  • Data anonymization

PVML alternatives

FAQs

Does it copy data?

No, it connects to data in place.

What privacy technique does it use?

Differential privacy plus access permissions.

How does it work with AI agents?

Through MCP, A2A and API connections.

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