AI Security Posture Management

Harden MLOps, detect misconfigurations, safeguard data integrity, implement strict access controls, and establish comprehensive oversight for every stage of the AI lifecycle

Ensuring the Integrity of AI Projects

With the explosive growth of AI deployments, organizations need assurance that AI platforms won’t be misconfigured, become channels for malware, or be vulnerable to compromise. By leveraging AppSOC’s robust capabilities, organizations can secure their path to AI adoption, ensuring both innovation and trust in their AI ecosystems.

Through advanced integration with MLOps platforms like Databricks, Azure, AppSOC scans AI components to detect misconfigurations, access control issues, and a broad range of security flaws. It ensures seamless automation in remediation workflows, helping organizations secure their AI environments efficiently.

“AppSOC allows organizations to pursue AI initiatives confidently, with visibility, guardrails, and the governance needed to mitigate risks.”

- Cyber Defense Magazine - 2024, by Dan K. Anderson, CISO

Securing AI Projects at Every Stage

AppSOC offers a unified platform for AI Security PostureManagement, designed to protect, monitor, and govern AI systems across diverse environments. By prioritizing issues, automating remediation workflows, and enforcing compliance, AppSOC enables organizations to secure their AI investments effectively. The solution ensures model governance, with oversight of AI model lifecycle, including training, validation, deployment, and retirement.Data integrity is paramount, ensuring that training and input data are accurate, clean, and free from model poisoning or manipulation. It’s also critical that access to sensitive models, data, and AI infrastructure is only available for authorized personnel.

Coverage

Broad Protection for AI Development Platforms

AI platforms are highly susceptible to evolving threats like data poisoning, model theft, and supply chain vulnerabilities. AppSOC offers a comprehensive security framework that ensures these platforms remain resilient against attacks while maintaining operational integrity. Its extensive integration capabilities enable seamless protection tailored to various MLOps ecosystems.

Ensures resiliency against cyberattacks
Detects threats to AI tools, models, and supply chains
Integrates AI platforms from Databricks, AWS, Azure, and more

HARDENING

Detect Misconfigurations of MLOps Systems

Misconfigurations in AI systems can open doors to major breaches, often going unnoticed until it’s too late. AppSOC’s advanced detection capabilities provide an extra layer of protection, identifying vulnerabilities and enabling swift resolution. By diving deeper than traditional CSPM solutions, it ensures your AI environment is secure and optimized.

Identifies configuration errors that can lead to breaches
Delivers real-time alerts for rapid mitigation
Outperforms CSPM with AI-specific protection

IDENTITY

Control Access and Permissions

Protecting access to sensitive AI models, data, and infrastructure is vital for maintaining security and compliance. AppSOC implements robust access control measures to ensure only authorized users can interact with critical systems. This granular approach significantly reduces the risk of unauthorized activity.

Enforces role-based access control
Restricts access to AI critical assets
Detects unauthorized system changes

MITIGATION

Automate Remediation Workflows

Manually addressing security issues can delay responses and increase the risk of exploitation. AppSOC’s automated workflows accelerate the remediation process, ensuring swift and efficient resolution of security vulnerabilities. Its integrations with popular task management systems make it a seamless addition to your security strategy.

Integrates seamlessly with Jira, ServiceNow, and Teams
Automates notifications and issue tracking
Speeds up issue resolution to reduce disruption