Permission-Aware and Content-Aware Enterprise RAG

Stopping AI Data Leaks Before They Happen

Permission-Aware RAG
Enforces existing permissions at retrieval time.
Content-Aware Feeding
Automatically classifies
and redacts sensitive
corporate data.
Anti-Leak Pipeline
Minimizes cross-user
data leak risks instantly.


Architecture Integrity
Avoids integrations.


Zero Overhead
Inherits permissions.


Real-Time Sync
Tracks changes


Active Guardrails
Restricts content.

The Hidden Risk in Enterprise AI Chatbots

This is the single biggest reason enterprise AI projects stall in regulated industries.

The Hidden Risk

  • Blind Document Retrieval:

    Standard RAG pipelines retrieve documents without understanding who is requesting them, making the retrieval layer blind to existing file system permissions and security controls.

  • Identity Bypass Channels:

    Without user awareness in the RAG layer, AI can bypass access controls and expose restricted information across users.

The FileOrbis Shield

  • Permission-Aware RAG:

    FileOrbis enforces existing AD and NTFS permissions at retrieval, ensuring AI only accesses files users are already authorized to open.

  • Content-Aware RAG:

    FileOrbis classifies sensitive data and applies policy at retrieval restricting, redacting, or blocking access to keep AI compliant with GDPR, KVKK, SAMA, NCA, DORA, and NIS2.

Trusted by Content-Critical Businesses Worldwide

Key Benefits

Zero Cross-User Leaks

Eliminates the risk of users bypassing strict folder structures via the AI assistant, minimizing internal data leakage.

No Maintenance Overhead

No second permission model to
build or maintain; it automatically syncs with your active file server security

Automated Regulatory Fit

Keeps all automated AI responses strictly compliant with KVKK, GDPR, SAMA, NCA, DORA, and NIS2 regulations.

Built on Governance, Not Bolted On

Because FileOrbis is already a file governance platform that classifies content and enforces permissions on existing file servers, its RAG layer reuses the same engine. Governance, classification, and AI safety are one system rather than three separate integrations.

Core Capabilities


Identity & AD Control

Explains how FileOrbis inherits Active Directory &
NTFS models to ensure the AI assistant never breaks user boundaries.


Content Classification

Details how the system auto-classifies PII and
financial records to dynamically redact fields
before feeding the AI model.


Live Infrastructure Sync

Explains how the AI safety layer adapts automatically in real-time as files and user permissions change on your servers.

Why Both Layers Are Absolutely Required

RAG
Approach		Cross-User Leak
Risk		Sensitive-Content
Control		Regulatory
Fit
Basic RAG (No awareness)HighNonePoor
Permission Aware OnlyLowPartialModerate
Content Aware OnlyModerateGoodModerate
FileOrbis (Both Layers)MinimalStrongStrong

Hear From Our Customers

“FileOrbis gave us a single pane of glass across on-prem and cloud content. We reduced over-permissioned access fast and finally had audit-ready visibility.”

Security & Risk Lead, Enterprise Organization

“External sharing used to be our biggest leak point. With content-aware policies and full traceability, we enabled collaboration without losing control.”

IT Manager, Regulated Industry

“We consolidated multiple tools into one governed platform. Users got faster access, and our compliance reporting became dramatically simpler.”

Head of Infrastructure, Global Company

Ready to Unlock Enterprise AI Without the Data Leaks?

Deploy a RAG pipeline that fully respects who is asking and what is being surfaced.

Frequently Asked Questions

How can we help you?

By enforcing existing access permissions at retrieval time—permission-aware RAG checks whether the specific user asking is allowed to see a document before feeding it to the model. FileOrbis inherits Active Directory and NTFS permissions so the AI can never surface files a user couldn’t already open.

Content-aware controls that classify sensitive data and apply policy to what the model is allowed to use, combined with permission enforcement and full audit. FileOrbis provides all three.

FileOrbis is built for this—its RAG layer reuses the same permission and classification engine that governs the underlying file servers.

Request FileOrbis Demo Today

Do you want to contact one of our representatives to get information or see FileOrbis in action? Schedule a custom live demo of Fileorbis made just for you.