prompt-injection-vulnerability-detection
Scans language model applications for prompt injection vulnerabilities by testing inputs against known attack patterns and injection techniques. Identifies weaknesses in prompt design and input validation that could allow adversarial manipulation of model behavior.
data-poisoning-detection
Analyzes training datasets and model behavior to identify signs of data poisoning attacks where malicious data has been injected to corrupt model outputs or introduce backdoors. Detects anomalous patterns in training data and model responses.
model-adversarial-robustness-testing
Evaluates how well machine learning models resist adversarial examples and perturbations designed to fool the model. Tests model stability against small input modifications that shouldn't change predictions.
ml-vulnerability-scanning
Automated scanning of ML systems and codebases to identify common security misconfigurations, insecure dependencies, and unsafe model deployment patterns. Detects issues like unvalidated model inputs, exposed model artifacts, and insecure API configurations.
compliance-documentation-generation
Generates automated compliance reports and safety assessment documentation for AI models to meet regulatory requirements like the EU AI Act and SEC guidance. Creates audit trails and evidence of security testing performed.
model-behavior-validation
Tests deployed models against expected behavior specifications to ensure outputs remain safe, accurate, and aligned with intended use. Validates that model behavior hasn't drifted or been compromised post-deployment.
supply-chain-security-assessment
Evaluates the security of ML supply chains including model sources, training data provenance, and third-party dependencies. Identifies risks from using untrusted models or data sources.
bias-and-fairness-assessment
Analyzes models for demographic bias, fairness issues, and discriminatory outputs across different population groups. Identifies disparities in model performance and behavior across protected attributes.
+2 more capabilities