Oracle adds prebuilt data agents and per-user agent security
Oracle announced a Private Agent Factory with prebuilt agents, per-user data security for agents, answer matching against existing reports and a new Autonomous AI Database MCP server.
On March 24, 2026, Oracle announced a set of agent features for Oracle AI Database.
What was announced
- Private Agent Factory with prebuilt agents, including one for analyzing structured data.
- Deep Data Security, which limits each agent to the data its end user is allowed to see.
- Trusted Answer Search, which answers a question by matching it to an existing, approved report instead of generating a fresh answer.
- Autonomous AI Database MCP Server, a new MCP server for Oracle's managed database.
- Autonomous AI Vector Database in limited availability. Oracle describes the other items as usable now.
Why it matters
Trusted Answer Search is an honest admission of a real problem. When the stakes are high, a company would rather point to an answer someone already checked than trust a new one. That works well for the questions you already have reports for.
The questions people bring to agents are often the ones without a report. To answer those reliably, the agent needs the same definitions the report authors used: what counts as a customer, an order, a return. If those definitions only exist inside report logic, every new question starts from scratch. Pulling them out into a shared, reviewed form is what lets new questions get trusted answers too.