Oracle AI Database Private Agent Factory: Turning Enterprise Data into Secure AI Agents

Oracle AI Database Private Agent Factory: Turning Enterprise Data into Secure AI Agents

Enterprises want AI, but they don’t want chaos.They want control, security, data privacy, predictable cost, and real business value—not experiments running outside governance.

This is where Oracle AI Database Private Agent Factory fits in.

Now available on Oracle Cloud Marketplace, this platform allows organizations to build, test, and deploy AI agents directly on top of Oracle Database and OCI—without writing code and without sending sensitive data outside the enterprise boundary.

What Is Oracle AI Database Private Agent Factory?

Oracle AI Database Private Agent Factory is a no-code AI agent platform that runs natively on Oracle Cloud Infrastructure (OCI) and integrates directly with Oracle Database.

Instead of stitching together multiple AI tools, scripts, and services, this platform gives teams a single controlled environment to:

• Build AI agents

• Connect them to enterprise data

• Test responses

• Secure access

• Deploy at scale

All of this happens inside the Oracle ecosystem, which is critical for regulated and data-sensitive environments.

In simple terms:It helps enterprises turn their data into working AI agents, safely and quickly.

What Problem Does This Solve?

Most AI initiatives fail because:

• Data is scattered across systems

• Security teams block external AI tools

• Development takes too long

• Costs become unpredictable

• There is no clear ownership or governance

Oracle AI Database Private Agent Factory solves this by bringing AI to where the data already lives—inside Oracle Database.

Key Features

Here’s what the platform actually provides in practice:

• Ready-to-use AI agents for common enterprise use cases

• Visual drag-and-drop interface to build custom agents

• Built-in testing console to validate responses in real time

• Retrieval-Augmented Generation (RAG) using enterprise data

• Dynamic knowledge base updates without redeployment

• Integration with Oracle SQL, analytics, and vector search

• Ability to combine LLMs, prompts, tools, data sources, and agents

• Strong security with SSO, roles, and access controls

• Export and reuse agent definitions using YAML

  
  

No scripts. No glue code. No external AI platforms required.

Why This Matters to Enterprises

This platform is designed for production use, not demos.

Key Benefits

• Data never leaves the Oracle environment

• AI agents operate on trusted, governed data

• Faster deployment compared to custom AI builds

• Reduced dependency on specialized AI engineers

• Predictable operational and infrastructure costs

• Built for scale and long-term use

This is especially important for organizations that already rely heavily on Oracle Database.

Who Can Use This Platform?

This is not limited to data scientists.

Ideal Users

• Application developers

• Database administrators (DBAs)

• Platform and cloud teams

• Analytics teams

• Enterprise architects

• Business teams with governed data access

Even non-technical users can build agents using the visual interface, while IT teams maintain control.

How It Fits into an Existing Environment

In a typical enterprise setup:

• Oracle Database holds transactional and analytical data

• OCI provides compute, security, and networking

• AI agents sit on top of the database

• Applications or users interact with these agents

Use cases include:

• Asking business questions in natural language

• Automating reports and insights

• Intelligent search across enterprise documents

• AI-assisted data analysis

• Internal support and knowledge agents

Everything stays inside the enterprise boundary.

Industries That Benefit the Most

This offering is clearly aimed at enterprise and regulated industries, including:

• Banking and Financial Services

• Healthcare and Life Sciences

• Government and Public Sector

• Telecommunications

• Manufacturing

• Retail and Supply Chain

• Insurance

Any organization with large Oracle data estates and strict compliance needs is a strong candidate.

Installation and Setup Process

The deployment process is straightforward:

1. Subscribe to Oracle AI Database Private Agent Factory from Oracle Cloud Marketplace

2. Deploy it into your OCI tenancy

3. Connect it to Oracle Database (Autonomous or Exadata)

4. Configure identity, roles, and access

5. Build or deploy agents using the UI

6. Test responses

7. Integrate agents with applications or users

No custom infrastructure setup is required beyond OCI basics.

Cost Model

Oracle follows a transparent, enterprise-friendly cost model:

• Platform usage billed via OCI

• Database usage based on existing Oracle Database pricing

• Compute and storage billed as OCI services

• No per-prompt surprise pricing like public AI APIs

• No external AI platform fees

If you already run Oracle Database and OCI, this becomes a cost-efficient extension, not a new cost center.

How This Compares to AWS, Azure, and Google Cloud

Other clouds do offer AI agent tooling, but the approach is very different.

Capability	Oracle AI Database Private Agent Factory	AWS	Azure	Google Cloud
Native DB-centric AI agents	Yes (Oracle DB)	No	Partial	No
No-code agent builder	Yes	Limited	Limited	Limited
Built-in RAG with enterprise DB	Yes	Custom build	Custom build	Custom build
Data stays inside DB	Yes	Often external	Often external	Often external
Integrated security & roles	Yes	Fragmented	Fragmented	Fragmented
YAML agent portability	Yes	No	No	No
Target audience	Enterprises	Developers	Developers	Data teams

Equivalent Services (Not Exact Matches)

• Amazon Web Services: Amazon Bedrock + custom RAG pipelines

• Microsoft Azure: Azure OpenAI + Copilot Studio

• Google Cloud: Vertex AI Agent Builder

All of these require more custom integration and often move data outside core databases.

Oracle’s approach is database-first, which is unique.

Why Customers Will Buy This

Customers will choose Oracle AI Database Private Agent Factory because:

• They already trust Oracle with their data

• They want AI without compliance headaches

• They want speed without complexity

• They want AI that works on real data, not copies

• They want predictable cost and enterprise support

This is not an AI experiment platform. It is an enterprise AI factory.

Final Thoughts

Oracle AI Database Private Agent Factory represents a shift in how enterprises adopt AI.

Instead of moving data to AI tools, Oracle brings AI to the data.

For organizations running Oracle Database, this is one of the most practical, secure, and scalable ways to deploy AI agents in real production environments—without rewriting systems or risking data exposure.

Official Reference Links

Oracle AI Database Private Agent Factory

• Oracle Cloud Marketplace listing (official):https://www.oracle.com/cloud/marketplace/

• Oracle AI and Generative AI services overview:https://www.oracle.com/artificial-intelligence/

• Oracle Database AI capabilities (Vector Search, OML, SQL AI):https://www.oracle.com/database/ai/

Oracle Database & AI Integration

• Oracle Autonomous Database overview:https://www.oracle.com/database/autonomous-database/

• Oracle Exadata Database Service:https://www.oracle.com/database/exadata/

• Oracle Vector Search documentation:https://www.oracle.com/database/vector-search/

• Oracle Machine Learning (OML):https://www.oracle.com/database/machine-learning/

OCI Security & Identity

• OCI Identity and Access Management (IAM):https://www.oracle.com/cloud/security/identity-access-management/

• OCI Security overview:https://www.oracle.com/security/cloud-security/

OCI Pricing & Cost Model

• Oracle Cloud pricing overview:https://www.oracle.com/cloud/pricing/

• Autonomous Database pricing:https://www.oracle.com/database/autonomous-database/pricing/

Comparable AI Platforms (For Comparison Section)

• Amazon Bedrock (AWS):https://aws.amazon.com/bedrock/

• Azure OpenAI & Copilot Studio:https://learn.microsoft.com/azure/ai-services/openai/https://www.microsoft.com/copilot

• Google Vertex AI & Agent Builder:https://cloud.google.com/vertex-aihttps://cloud.google.com/agents

“All product capabilities and platform details referenced in this article are based on publicly available Oracle and hyperscaler documentation.”