Permission-Aware RAG in Minutes

The Permission layer for Enterprise AI

Asgar AI makes any RAG system permission-aware in minutes, not weeks or months, helping you control what each user can see with relevant permissions.

The Challenge

Enterprise RAG systems can't safely serve internal data without solving permissions.

Data Leakage Risk

RAG returns data regardless of user permissions, exposing confidential information.

Engineering Overhead

Building custom permission frameworks requires months of work and ongoing maintenance.

Inconsistent Behavior

Permissions stay out of sync when users change roles or access levels.

Compliance Violations

Organizations can't audit data access, failing compliance requirements.

Trust Erosion

Teams don't trust AI systems with sensitive internal data.

No Integration Story

Requires rewriting pipelines to fit specific frameworks.

Key Benefits

✓ Enterprise-Grade Security

Real-time permission enforcement ensure your systems stay compliant with data governance policies. Keep sensitive data within your infrastructure while enabling AI systems to respect user permissions automatically.

✓ Integrating in Minutes, not Months

Work with any popular Identity Provider (Okta, Azure AD, etc.) and Data Source (Confluence, OneDrive, Sharepoints, Google Drive, Slack etc.). Deploy with minimal changes to your existing RAG systems.

✓ Infra-agnostic, Framework Agnostic, Drop-in Solution

Deployed in your own cloud. Zero data leaves your environment. Enterprise-grade access control for all your AI systems.

✓ Audit trails

Full audit trails for every AI response, down to the chunk and permission decision.

For Teams Shipping Internal AI Features Every Week

Internal Assistants

Ensure each user only sees what they're cleared for.

RAG Prototypes

Apply project or team boundaries without reinventing permission logic.

AI Agents

Control what your agents can read or return.

Knowledge Tools

Prevent cross-department visibility issues.

Platform Teams

Standardize access control across all internal AI apps.

A Simple Layer Between Identity and AI

1. ASGAR Permission Agent

Runs alongside your ingesting pipeline and identity provider, syncing ACLs and user access levels in real-time.

2. ASGAR Retrieval SDK

Integrates into your retrieval pipeline, Filter RAG outputs based on user permissions on source data, before passing to LLMs as context.

const allowed = await asgar.retrieve(query, userId)

3. ASGAR Compliance Audit

Full audit logs of who accessed what, when, enabling compliance reporting and forensics.

Architecture Overview

Your InfrastructureExisting RAGIngestion Pipeline(crawl, chunk, embed)Vector DBs(stores chunks)(+ Asgar permission metadata)Asgar Permission Agent(syncs ACLs + IdP)Asgar Retrieval SDK(intercepts before any RAG/LLM retrieval)filtered retrievalAI Apps / Agents / Chatbots(internal copilots + assistants)

Key Features

✓ Real-time Permission Syncing

Syncs access control between Okta, Azure AD, or your IdP and your original Datasource (Sharepoints, Slack, Confluence etc.) in real-time.

✓ Outputs filtering based on permissions

Filters RAG outputs based on user permissions based on source data before LLM processing.

✓ Audit Logs

Complete compliance trail showing access patterns and permission decisions.

✓ Infra-agnostic, Framework Agnostic, Drop-in Solution

Work with LangChain, LlamaIndex, LiteLLM or any curreny ingesting RAG pipeline or Identity provider you are running, easily integrated with popular data sources like Confluences, Sharepoints, OneDrive etc.

✓ Deploying into your own Environment

Deployed in your own cloud. Zero data leaves your environment. Enterprise-grade access control for all your AI systems.

✓ Chunk-based level Permission

Chunk-level permissioning ensures only the specific sections a user is allowed to see ever reach the AI system.

Why It Matters

For AI Lead, CISO

  • Safeguard sensitive data while enabling AI innovation
  • Meet regulatory requirements with audit trails
  • Reduce security risks from data leakage

For Engineers

  • No complex permission logic to build
  • Integrate in minutes, not months
  • Stop reinventing permission frameworks

We're witnessing the shift from RAG to Context and Semantic Layers where multiple AI Agents and humans collaborate on complex tasks on top of sensitive, proprietary internal data.

Asgar AI is the permission fabric that makes this possible.

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