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AI & ML Security

Secure your AI and machine learning systems with specialised protection.

What We Offer

Artificial intelligence introduces unique security challenges. We conduct targeted reviews of your AI-enabled systems, identifying vulnerabilities and delivering actionable recommendations to ensure secure, reliable performance of these advanced technologies.

Our AI & ML Security services help you identify and mitigate the unique security risks associated with artificial intelligence and machine learning systems. We provide specialised expertise to secure your AI/ML models, data pipelines, and infrastructure against emerging threats while ensuring compliance with evolving regulations.

Our Approach

Comprehensive Assessment

We evaluate your AI-enabled systems across multiple dimensions, including model security, data security, and infrastructure security.

Threat-Informed Defence

We apply threat modelling to identify and mitigate adversary tactics against AI-enabled systems based on real-world attack observations.

Secure by Design

We help you integrate security controls throughout the AI/ML lifecycle, from data collection to model deployment and monitoring.

Responsible AI

We help ensure your AI systems are not only secure but also ethical, transparent, and compliant with emerging regulations.

Service Components

AI/ML Threat Modelling

Specialised threat modelling for AI/ML systems to identify unique vulnerabilities and attack vectors.

  • Analysis of adversary tactics against your AI-enabled systems based on real-world attacks
  • Security assessments of data pipelines and model infrastructure
  • Risk evaluation leveraging insights from AI red teams and security groups
  • Identification of emerging threats to AI systems through continuous monitoring
  • Protection against supply chain vulnerabilities in AI-powered code generation tools

Secure AI/ML Architecture

Design and implementation of secure architectures for AI/ML systems and infrastructure.

  • Secure model serving infrastructure
  • Data protection throughout the ML pipeline
  • Secure model deployment patterns
  • Access control and authentication frameworks

AI Governance & Compliance

Guidance on responsible AI practices and compliance with emerging regulations.

  • AI risk management frameworks
  • Regulatory compliance assessment
  • Ethical AI implementation
  • Transparency and explainability enhancement

AI/ML Security Challenges We Address

Model Security

Protection against model theft, adversarial attacks, and poisoning attempts that can compromise model integrity and performance.

Data Security

Safeguarding sensitive training data and preventing privacy leakage through model outputs or inference attacks.

Infrastructure Security

Securing the complex infrastructure required for AI/ML workloads, including specialised hardware and distributed computing environments.

Compliance & Ethics

Navigating the evolving regulatory landscape for AI systems while ensuring ethical use and transparency.

Industry Applications

Our AI/ML security expertise spans multiple industries, allowing us to address the unique security challenges in various AI application contexts:

Financial Services

Crypto

Legal Services

Gaming & Betting

Telecommunications

Cloud Services

Key Benefits

  • Protection against specialised AI/ML attack vectors and emerging vulnerabilities
  • Reduced risk of data breaches and privacy violations through AI systems
  • Enhanced model integrity and reliability in production environments
  • Improved compliance with emerging AI regulations and standards
  • Greater stakeholder trust in your AI-powered products and services
  • Balanced approach to security that enables innovation while managing risk

Related Services

Threat Modeling Security Architecture Product Security

Get Started

Ready to secure your AI/ML systems against emerging threats? Contact us to discuss your AI & ML security needs.

Request an AI/ML Security Consultation