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The Industry Challenge

The adoption of Large Language Models (LLMs) and autonomous AI Agents is transforming enterprises, but it is simultaneously creating an entirely new attack surface. Traditional security tools, like legacy Web Application Firewalls (WAFs), are built to block malware or SQL injections, making them completely blind to “semantic attacks.”

  • Prompt Injection & Jailbreaking: Attackers use natural language to bypass logical constraints.
  • Data Poisoning: Malicious manipulation of training data or RAG architectures.
  • Autonomous Agent Abuse: Compromised agents exfiltrating sensitive databases or executing unauthorized actions via MCP.

The Regulatory Landscape

EU AI Act and Transparency By-Design

With the enforcement of the EU AI Act and similar global frameworks, companies are legally obligated to prove that their AI models are secure, transparent, and resilient against manipulation. Regulators require continuous stress testing, proven containment mechanisms, and forensic-grade reporting.

The Beelzebub Solution

Beelzebub protects your AI ecosystem by validating the machine’s intent. We invisibly embed high-interaction sensors and simulated APIs directly into your AI Agents’ workflows. When a model is successfully deceived by an attacker and attempts to execute a malicious action, it is routed to our deceptive infrastructure instead of your real databases.

Semantic Guardrails

Intercept prompt injections and prevent data leaks instantly.

Continuous Validation

Autonomous Red Teaming stress-tests your models 24/7.

Agent Security

Simulated API gates secure autonomous agents and MCP workflows.

Core Use Cases

The Scenario

Employees or external attackers manipulate prompts to force the enterprise LLM to bypass security guardrails, aiming to access sensitive data (such as HR records, customer databases, or financial information).

Beelzebub Action

Beelzebub invisibly injects simulated APIs and decoy data into the AI agent’s toolset. If manipulated, the agent will interact with these decoys instead of the real databases.

Business Value

Malicious intent is captured with zero false positives. The compromised session is instantly blocked in milliseconds, preventing any data exfiltration before it occurs.

Try Our Managed Platform

Security deception runtime framework with zero false positives
Continuous validation via automated AI Red Teaming
Real-time malware analysis via our CTI Hub
Instant threat containment driven by the AI SOC