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📄 Use Case

Secure RAG & Document Agents

Protect AI systems that search, retrieve, and generate responses from your documents, databases, and knowledge bases.

RAG security architecture

BladeRun protects every layer of retrieval-augmented generation

User Query

Natural language

BladeRun

Input scanning

Embeddings

Vector search

Retrieved Docs

Context chunks

BladeRun

Context scanning

LLM

Generation

BladeRun

Output filtering

Response

To user

RAG-specific attack vectors

Document-based AI introduces unique security challenges

📄 Indirect Injection

Malicious instructions hidden in documents that get retrieved and executed when the LLM processes them as context.

🔍 Data Poisoning

Adversaries inserting manipulated content into your knowledge base to influence AI responses.

🎭 Context Manipulation

Crafted queries designed to retrieve specific documents and combine them in harmful ways.

🔓 Access Bypass

Users attempting to access documents they shouldn't have permission to view through AI queries.

📊 Metadata Leakage

AI revealing document sources, file paths, or other metadata that should remain private.

🔗 Cross-Document Attacks

Exploiting retrieval to combine information from multiple documents in unintended ways.

How BladeRun protects RAG

Security at every stage of the retrieval pipeline

📝

Query Filtering

Scan user queries for injection attempts before they reach your retrieval system.

📄

Document Scanning

Analyze retrieved documents for hidden payloads before they enter LLM context.

🔒

PII Redaction

Automatically redact sensitive data in both retrieved content and generated responses.

🔐

Access Controls

Enforce document-level permissions ensuring users only see authorized content.

📤

Output Validation

Verify AI responses don't leak source information or combine data inappropriately.

📊

Audit Trail

Track which documents were retrieved and used for each response.

Supported data sources

BladeRun works with all your knowledge sources

📁

File Storage

🗄️

Databases

📊

Vector DBs

🔗

APIs

📧

Email

💬

Slack/Teams

📝

Confluence

🌐

Web Content

Secure your RAG pipeline

Protect document-based AI with enterprise-grade security

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