Your AI Supply ChainIs Already Compromised.

Vigilance is an External AI TRiSM platform that detects LLM data poisoning, malicious Generative Engine Optimization, and AI-driven brand impersonation - then neutralizes threats at the source through continuous RAG auditing and automated adversarial disruption.

Free automated LLM scan of your brand · Results in 24 hours

RAG Poisoning Threat Trace: How AI Supply Chain Attacks Work

01 — The Vulnerability

The New Phishing Vector

Threat actors are bypassing your endpoint security by poisoning the public AI models your customers trust.

02 — The Attack

Invisible Credential Harvesting

The AI model confidently synthesizes manipulated data and serves a zero-day phishing payload directly to the user.

03 — The Poisoned Sources

Compromised Source Chain

Every citation traces back to adversary-controlled infrastructure - hijacked .edu subdomains, coordinated botnets, and link farms seeding phishing URLs at scale.

AI Assistant
U

User

Generative Threat Exposure Vectors

RAG Citation Poisoning

Threat actors inject adversarial content into sources that foundation models trust. LLMs ingest it as ground truth, serving poisoned outputs to your customers at scale.

Malicious Generative Engine Optimization

Coordinated campaigns manipulate how AI models represent your brand - planting fraudulent contact details, phishing URLs, and fabricated claims across high-authority sources.

AI-Driven Brand Impersonation

Attackers exploit trusted domains and social platforms to seed credential harvesting infrastructure that foundation models surface as legitimate enterprise resources.

These vectors compromise AI supply chain integrity - forcing LLM hallucinations of fraudulent contact information and active phishing infrastructure targeting your enterprise.

LLMDataPoisoningIsActive.

YourAISupplyChainIsUnderAttack.

NeutralizeItattheSource.

Vigilance

The Solution

External AI TRiSM Platform

01
DETECTION

Generative Threat Exposure Management

EASM-grade continuous monitoring across all major foundation models. Automated detection of brand-impersonating outputs, LLM hallucinations of fraudulent contact information, and adversarial phishing vectors - before they reach your customers or compromise your AI Share of Voice.

02
ATTRIBUTION

RAG Auditing & Citation Tracing

End-to-end attribution from malicious LLM output back through the retrieval-augmented generation pipeline to the exact poisoned source document. Full-chain forensics from hallucinated output to threat actor infrastructure, ensuring data integrity across the AI supply chain.

03
RESPONSE

AI Supply Chain Security & Disruption

Automated adversarial disruption and zero-day phishing takedowns across the content supply chain. Source removal, model provider notification, and persistent RAG auditing with continuous re-verification to prevent re-poisoning at the foundational model level.

How It Works

DETECTION

1. Continuous Auditing

Deploy automated prompt engines to monitor your External Attack Surface across all major AI models.

ATTRIBUTION

2. Semantic Output Analysis

RESPONSE

3. Adversarial Disruption

Vigilance External AI TRiSM ArchitectureArchitecture diagram showing how Vigilance connects to major AI agents including ChatGPT, Perplexity, and Gemini to perform continuous RAG auditing, traces citations back to compromised sources, and executes adversarial disruption to neutralize threats.VIGILANCEChatGPTPerplexityGemini

External AI Supply Chain Security

The Platform

Threat DashboardAcme Corp
System Online
Active LLM Audits+18%

142,000

prompts audited this cycle

Poisoned RAG SourcesCritical

3,402

sources flagged across 12 LLMs

Zero-Day TakedownsActive

84

phishing domains taken down

84%
Resolved
Pending
Active Threat ResolutionINF-2847
14:32:07 UTC
chatgpt.com/c/acme-corp-query
AI
ChatGPT ResponsePOISONED

Sure! To access the Acme Corp admin portal, visit:

https://admin-support-acmecorp.pages.dev

Credential harvesting payload detected

This URL was generated from poisoned RAG citations originating from compromised sources.

Threat: 98.7%
Traced: 2 sources
RAG Citation TraceLive
RAG Citation Trace VisualizationCompromised.edu DomainManipulatedReddit ThreadLLM RAGPipelineHallucinatedOutput
SRC-001support-docs.university.edu/acme-admin.pdf96.1%
SRC-002reddit.com/r/sysadmin/comments/k7x9m291.4%
Executing Counter-GEO & Semantic Cache Invalidation

Get Started

See What Threat Actors See

Request a demo - an automated live scan of your brand across ChatGPT, Perplexity, and Gemini. Get a full Generative Threat Exposure report with actionable CTEM remediation intelligence.

Automated LLM scan · Full threat exposure report · No commitment