AI & LLM
Security Audits

Malicious inputs that manipulate LLM behavior to bypass safeguards, execute unauthorized commands, or alter system outputs. We test direct and indirect injection vectors to ensure robust input validation.

Unauthorized exposure of confidential data, API keys, or proprietary information through model outputs. Our audits verify data handling, output filtering, and privacy protection mechanisms.

Risks from third-party models, pre-trained weights, plugins, and external dependencies. We assess the integrity and security of your entire AI supply chain.

Compromised training data or fine-tuning that introduces backdoors, biases, or vulnerabilities into your AI models. We verify training pipelines and data integrity.

Insufficient sanitization of LLM outputs leading to XSS, SQL injection, or code execution vulnerabilities. Our testing covers all downstream systems consuming AI outputs.

AI agents with excessive permissions or autonomy making critical decisions without proper oversight. We audit permission boundaries, action limits, and approval workflows.

Compromised training data or fine-tuning that introduces backdoors, biases, or vulnerabilities into your AI models. We verify training pipelines and data integrity.

Insufficient sanitization of LLM outputs leading to XSS, SQL injection, or code execution vulnerabilities. Our testing covers all downstream systems consuming AI outputs.

AI agents with excessive permissions or autonomy making critical decisions without proper oversight. We audit permission boundaries, action limits, and approval workflows.

Resource exhaustion attacks causing denial of service through excessive prompts or excessive API calls. We test rate limiting, resource quotas, and abuse prevention.

Evasion, extraction, inference, and poisoning attacks targeting machine learning models. Based on MITRE ATLAS framework for comprehensive ML security assessment.

Unauthorized replication of proprietary models through API abuse or membership inference attacks. We protect your intellectual property and competitive advantage.