AI Agents.
LLM Detection and Monitoring Agents
. Network traffic analyzers for LLM API calls
. LLM usage pattern detectors
. Unauthorized LLM deployment scanners
. Model fingerprinting agents (identify specific models in use)
. Prompt injection detection agents
. Shadow AI discovery tools (find unsanctioned AI usage)
. LLM usage pattern detectors
. Unauthorized LLM deployment scanners
. Model fingerprinting agents (identify specific models in use)
. Prompt injection detection agents
. Shadow AI discovery tools (find unsanctioned AI usage)
LLM Security Testing Agents
. Prompt security testers (test for jailbreaking vulnerabilities)
. Red team automation agents (simulate attacks against LLMs)
. Output validation checkers
. Hallucination detection tools
. Boundary testing agents (test model safety limits)
. Bias and toxicity evaluation agents
. Red team automation agents (simulate attacks against LLMs)
. Output validation checkers
. Hallucination detection tools
. Boundary testing agents (test model safety limits)
. Bias and toxicity evaluation agents
PII and Data Protection Agents for LLMs
. Network traffic analyzers for LLM API calls
. Training data inspection agents (detect PII in training data)
. Output sanitization agents (redact PII from responses)
. Data leakage prevention systems
(prevent model from revealing sensitive data)
. PII extraction detection in prompts
. Data provenance trackers (track origin of model knowledge)
. Synthetic PII generators (for secure testing)
. Training data inspection agents (detect PII in training data)
. Output sanitization agents (redact PII from responses)
. Data leakage prevention systems
(prevent model from revealing sensitive data)
. PII extraction detection in prompts
. Data provenance trackers (track origin of model knowledge)
. Synthetic PII generators (for secure testing)
LLM Function/Role Security Agents
. Role-based access control enforcers for LLMs
. Function calling auditors
(monitor which functions LLMs can access)
. Permission boundary enforcers
. Tool usage monitors
(track what tools LLMs use)
. System prompt integrity verifiers
. Chain-of-thought/reasoning inspectors
. Function calling auditors
(monitor which functions LLMs can access)
. Permission boundary enforcers
. Tool usage monitors
(track what tools LLMs use)
. System prompt integrity verifiers
. Chain-of-thought/reasoning inspectors
Data Manipulation Protection
. Input validation agents
(check prompts for manipulation attempts)
. Output consistency checkers
. Adversarial prompt detectors
. Knowledge base integrity monitors
. Retrieval augmentation security agents
. Semantic drift detection agents
(detect when models manipulate meaning)
(check prompts for manipulation attempts)
. Output consistency checkers
. Adversarial prompt detectors
. Knowledge base integrity monitors
. Retrieval augmentation security agents
. Semantic drift detection agents
(detect when models manipulate meaning)
LLM Supply Chain Security
. Model provenance verification agents
. Model tampering detection
. Fine-tuning audit agents
. Weight modification detection tools
. Backdoor and trojan detection systems
. Model version control and validation agents
. Model tampering detection
. Fine-tuning audit agents
. Weight modification detection tools
. Backdoor and trojan detection systems
. Model version control and validation agents
Compliance and Governance Agents
. AI usage policy enforcers
. Regulatory compliance checkers for AI systems
. Model documentation verifiers
. AI risk assessment agents
. Ethics boundary enforcement agents
. Audit trail generators for AI decision processes
. Regulatory compliance checkers for AI systems
. Model documentation verifiers
. AI risk assessment agents
. Ethics boundary enforcement agents
. Audit trail generators for AI decision processes