Runtime AI security that blocks threats before they reach your users.
Runtime AI security that blocks threats before they reach your users.
Forge Defend is a real-time security layer for LLM-powered applications. Our proprietary classification model detects, categorizes, and blocks 25+ attack vectors across 6 threat families — with sub-100ms latency and 99.2% accuracy.
Forge Defend is a real-time security layer for LLM-powered applications. Our proprietary classification model detects, categorizes, and blocks 25+ attack vectors across 6 threat families — with sub-100ms latency and 99.2% accuracy.
Architecture
Architecture
Protection on both sides of your LLM.
Protection on both sides of your LLM.
Forge Defend inspects every input before it reaches your model and every output before it reaches your users. It operates as drop-in API middleware with zero architectural changes — deploy in under an hour.
Forge Defend inspects every input before it reaches your model and every output before it reaches your users. It operates as drop-in API middleware with zero architectural changes — deploy in under an hour.
User Input
User Input
Forge Defend (scans input for threats)
Forge Defend (scans input for threats)
Your LLM App
Your LLM App
Forge Defend (scans output for leaks)
Forge Defend (scans output for leaks)
Safe Output
Safe Output
Threat Taxonomy
Threat Taxonomy
6 threat families. 25+ attack vectors. One classification model.
6 threat families. 25+ attack vectors. One classification model.
1
Prompt Injection
Prompt Injection
4 vectors
Direct Instruction Override, Role/Persona Assignment, Indirect Injection via Context, and more. Our model catches these even when obfuscated or embedded in seemingly benign text.
Direct Instruction Override, Role/Persona Assignment, Indirect Injection via Context, and more. Our model catches these even when obfuscated or embedded in seemingly benign text.
2
System Prompt Extraction
System Prompt Extraction
5 vectors
Direct Questioning, Repetition/Echo Requests, Translation/Encoding Extraction, Summarization/Inference Extraction, Completion-based Extraction. Protects your application's intellectual property and security configuration.
Direct Questioning, Repetition/Echo Requests, Translation/Encoding Extraction, Summarization/Inference Extraction, Completion-based Extraction. Protects your application's intellectual property and security configuration.
3
Malicious Code Injection
Malicious Code Injection
5 vectors
Cross-site Scripting (XSS), SQL Injection, Server-side Request Forgery (SSRF), Command Injection, Encoded/Obfuscated Payloads. Detects code execution attempts through LLM-generated outputs.
Cross-site Scripting (XSS), SQL Injection, Server-side Request Forgery (SSRF), Command Injection, Encoded/Obfuscated Payloads. Detects code execution attempts through LLM-generated outputs.
4
PII Leakage
PII Leakage
7 vectors
Email Addresses, Phone Numbers, Government IDs, Financial Account Data, Physical Addresses, Cross-Customer Identity Leakage (BOLA), Authentication Credentials. Critical for compliance with GDPR, CCPA, and HIPAA.
Email Addresses, Phone Numbers, Government IDs, Financial Account Data, Physical Addresses, Cross-Customer Identity Leakage (BOLA), Authentication Credentials. Critical for compliance with GDPR, CCPA, and HIPAA.
5
Malicious Content in Output
Malicious Content in Output
4 vectors
HTML/JavaScript Injection, Malicious URLs, Data Exfiltration via Formatting, Prompt Injection Forwarding. Catches threats that originate from the LLM itself before they reach downstream systems.
HTML/JavaScript Injection, Malicious URLs, Data Exfiltration via Formatting, Prompt Injection Forwarding. Catches threats that originate from the LLM itself before they reach downstream systems.
6
Toxic & Abusive Input
Toxic & Abusive Input
4 vectors
Hate Speech, Threats of Violence, Sexual Content, Harassment/Intimidation. Real-time content moderation powered by our proprietary model — beyond simple keyword matching.
Hate Speech, Threats of Violence, Sexual Content, Harassment/Intimidation. Real-time content moderation powered by our proprietary model — beyond simple keyword matching.
Key Differentiators
Key Differentiators
Autonomous & Adaptive
Autonomous & Adaptive
AI agents that think, adapt, and escalate like real adversaries — not static rule-based scans.
AI agents that think, adapt, and escalate like real adversaries — not static rule-based scans.
Full OWASP LLM Top 10
Full OWASP LLM Top 10
Complete coverage of all known LLM vulnerability classes.
Complete coverage of all known LLM vulnerability classes.
CI/CD
Integration
CI/CD Integration
CI/CD Integration
Embed red teaming into your deployment pipeline for continuous testing at the speed of development.
Embed red teaming into your deployment pipeline for continuous testing at the speed of development.
Compliance-Ready Reports
Compliance-Ready Reports
Generate audit-ready reports aligned with NIST AI RMF, EU AI Act, and ISO 42001.
Generate audit-ready reports aligned with NIST AI RMF, EU AI Act, and ISO 42001.
Stop guessing. Start testing.
Stop guessing. Start testing.
Stop guessing. Start testing.
Schedule a live demo where we point Forge Attack at one of your AI applications and show you what it finds.
Schedule a live demo where we point Forge Attack at one of your AI applications and show you what it finds.
Schedule a live demo where we point Forge Attack at one of your AI applications and show you what it finds.
