Trust3 AI by Privacera

Privacera is a company based in Newark, California, that now operates as Trust3 AI by Privacera. It provides data and AI governance so that enterprises can control who and which AI agents access sensitive data across cloud data platforms.

The platform covers sensitive data discovery, centralized access control and policies, encryption and masking, and audit reporting, with 50+ connectors. Trust3 AI adds a control plane for discovering, observing and securing AI agents, with modules for data access, agent discovery, observability, agent security, MCP security and A2A security. The company also maintains the open-source projects PAIG and Apache Ranger.

• Data Access: governs trusted data at the source.
• Agent Discovery: finds agents across frameworks.
• Agent Observability: traces prompts, tool calls and decisions.
• Agent Security: purpose-based access for agents.
• MCP Security: treats every MCP server as untrusted by default.
• A2A Security: carries identity through agent-to-agent delegation chains.

• Vietnamese banks applying consistent access policies across Snowflake or Databricks for analysts and AI assistants.
• Enterprises masking sensitive customer fields before AI agents use them.
• Data teams auditing agent access to MCP servers and internal data.

• One policy layer governs data access for both people and AI agents.
• Sensitive data is discovered, masked and encrypted across cloud data platforms.
• Agent activity is traced, including prompts, tool calls and decisions.
• Integrations announced in 2026 cover Snowflake, Databricks, Google Cloud and Microsoft OneLake.

As enterprises move AI agents into production, governing which data and tools those agents can reach is becoming a requirement, and the EU AI Act deadline is cited by the vendor. Vietnamese banks, retailers and data-platform teams adopting lakehouse and AI assistants will need similar access control and audit.

Headquartered in Newark, California; rebranded as Trust3 AI by Privacera in March 2026; launched Trust3 AI for Snowflake in June 2025; joined NVIDIA Inception in June 2026; maintains open-source PAIG and Apache Ranger; founding year not stated.