Secure your AI models from risks and attacks.

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October 5, 2024

TrojAI

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Secure your AI models from risks and attacks.

AI Security Secure AI Deployment AI Compliance AI Defense AI Vulnerability Detection Risk Assessment

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Overview

TrojAI is a platform that specializes in securing Artificial Intelligence (AI) models and applications from risks and potential attacks. The platform has two key components: TrojAI::DETECT and TrojAI::DEFEND.

TrojAI::DETECT integrates with AI and MLOps workflows to penetration test AI models automatically before they go to production, helping businesses identify hidden risks and vulnerabilities to ensure smooth AI adoption and compliance.

TrojAI::DEFEND protects against real-time attacks using a rules engine underpinned by data science. It also enables secure usage of public AI services by filtering traffic to and from services to block, redact, and audit activity.

In addition, the platform aids organizations to navigate complex regulatory frameworks and benchmarks for AI, helping ensure compliance without slowing down AI adoption.

It tests models prior to deployment to prevent potential sensitive data loss once the applications are in deployment.

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Cybersecurity

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February 23, 2024

Initial release of TrojAI.

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AI security TrojAI

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Pros and Cons

Pros

Automatic penetration testing

Activity auditing capabilities

Complex regulatory navigation assistance

Pre-deployment vulnerability detection

Protection from data loss

Inline with OWASP Framework

Proactive vulnerability detection

Prevents data poisoning

Solution for prompt injection

Optimized for MLOps workflows

Prevents sensitive data loss

View 6 more pros

Cons

No support for model explainability

Limited integration options

No indication of performance speeds

No confirmed global support

Lacks individual user auditing

No automated threat updating

No disclosed data source

Lack of customization options

Opaque operation procedures

Restricted to pre-production testing

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Q&A

What is TrojAI?

TrojAI is a platform specializing in securing Artificial Intelligence models and applications from potential risks and attacks.

What is the function of TrojAI::DETECT?

TrojAI::DETECT is designed to integrate with AI and MLOps workflows, and it conducts automatic penetration testing of AI models before they are deployed into production. It aids in identifying hidden risks and vulnerabilities to ensure smooth AI adoption and compliance.

How does TrojAI::DEFEND work?

TrojAI::DEFEND operates in real-time, protecting against attacks using a rules engine that is reinforced by data science. TrojAI::DEFEND offers protection against data poisoning, prompt injections, and various emerging threats.

Can TrojAI protecting AI models in real time?

Yes, TrojAI::DEFEND is designed to protect AI models in real-time. It uses a rules engine supported by data science to counteract immediate threats.

What is the role of TrojAI in AI compliance?

TrojAI plays a significant role in AI compliance by helping organizations navigate complex regulatory frameworks and benchmarks for AI, ensuring compliance without slowing down AI adoption. It tests models prior to deployment to prevent potential sensitive data loss once the applications are live.

How does TrojAI integrate with AI and MLOps workflows?

TrojAI integrates with AI and MLOps workflows through its TrojAI::DETECT component. It provides cybersecurity teams a mechanism to automatically penetration test AI models prior to production.

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Does TrojAI also aid in regulatory frameworks and benchmarks for AI?

Yes, TrojAI aids organizations in navigating complex regulatory frameworks and benchmarks for AI. It helps ensure compliance without hindering the pace of AI adoption.

Can TrojAI prevent sensitive data loss upon AI application deployment?

Yes, TrojAI can prevent sensitive data loss upon AI application deployment. It achieves this by testing models prior to deployment and protecting applications from such losses once they are deployed.

Can TrojAI detect hidden risks and vulnerabilities in AI models?

Yes, TrojAI can detect hidden risks and vulnerabilities in AI models. This is primarily accomplished through its TrojAI::DETECT component which integrates with AI and MLOps workflows to conduct penetration testing before models are put into production.

Does TrojAI provide secure usage of public AI services?

Yes, TrojAI provides secure usage of public AI services. TrojAI::DEFEND facilitates this by filtering traffic to and from services to block, redact, and audit activity.

How does TrojAI test AI models prior to their deployment?

TrojAI tests AI models prior to their deployment through its TrojAI::DETECT module. This module integrates with AI and MLOps workflows, conducting automatic penetration tests on AI models before they move into production, thereby ensuring regulatory compliance and smooth AI adoption.

Does TrojAI provide any protection against data poisoning and prompt injections?

Yes, TrojAI offers protection against data poisoning and prompt injections. TrojAI::DEFEND acts in real-time, leveraging a comprehensive rules engine backed by data science to protect AI applications from these and other emerging threats.

How can TrojAI help businesses with the secure use of public AI services?

TrojAI helps businesses with the secure use of public AI services via TrojAI::DEFEND. This part of their platform filters traffic to and from services to block, redact, and audit activity, thus ensuring responsible use and preventing data leaks.

Can TrojAI block, redact, and audit activity from service traffic?

Yes, TrojAI can block, redact, and audit activity from service traffic. This is achieved through TrojAI::DEFEND, which enables the secure use of public AI services by filtering traffic to and from services.

Does TrojAI comply with the OWASP AI framework and privacy regulations?

Yes, TrojAI complies with the OWASP AI framework, as well as privacy regulations. The platform enables organizations to stay compliant by testing models prior to deployment and protecting applications from potential data loss once they are deployed.

Can TrojAI shield against AI threats?

Yes, TrojAI can serve as a shield against AI threats. Specifically, TrojAI::DEFEND acts as a protective barrier against the attacks, offering a way for businesses to confidently release their AI innovations.

Can TrojAI enable secure AI deployment?

Yes, TrojAI enables secure AI deployment. This is accomplished through TrojAI::DEFEND and TrojAI::DETECT, which work together to scan AI models and test for vulnerabilities before deployment.

How does TrojAI help in a secure AI journey?

TrojAI assists in a secure AI journey by enabling proactive identification of vulnerabilities in AI models and by protecting them from evolving attacks. TrojAI::DETECT surfaces risks in AI models, while TrojAI::DEFEND shields against threats.

Can TrojAI help identify vulnerabilities in AI models?

Yes, TrojAI helps identify vulnerabilities in AI models. With TrojAI::DETECT, businesses can see the weaknesses and vulnerabilities in their AI prior to them being exploited.

How can TrojAI leverage a rules engine backed by data science for secure AI applications?

TrojAI leverages a rules engine backed by data science for secure AI applications through its TrojAI::DEFEND component. This engine works in real-time to protect against attacks, and its data-science-backed foundation magnifies its effectiveness in combating threats.

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