# 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.

By Matt O'Donnell. Published March 26, 2026.  
Tags: oracle, data agents, mcp.  
Canonical: https://kenseme.com/blog/oracle-ai-database-agentic-march-2026/

On March 24, 2026, Oracle announced a set of agent features for Oracle AI Database.

## What was announced

1. **Private Agent Factory** with prebuilt agents, including one for analyzing structured data.
2. **Deep Data Security**, which limits each agent to the data its end user is allowed to see.
3. **Trusted Answer Search**, which answers a question by matching it to an existing, approved report instead of generating a fresh answer.
4. **Autonomous AI Database MCP Server**, a new MCP server for Oracle's managed database.
5. **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.

## Sources

1. [Oracle unveils AI Database agentic innovations for business data (Oracle News)](https://www.oracle.com/news/announcement/oracle-unveils-ai-database-agentic-innovations-for-business-data-2026-03-24/)