Matomo

Make your AI secure and resilient in high-risk environments | Cossack Labs

How we differ

Active conflict experience

AI systems designed, deployed, and adapted in Ukraine's active threat environment, against adversaries that evolve in real time.

Scaled under pressure

Secured AI/ML model distribution for consumer mobile applications serving more than 250 million users.

Capabilities

  • Inference security and adversarial resilience

    Protecting operational AI against adversarial inputs and membership inference attacks; detecting anomalous inference patterns indicating active manipulation; preventing model inversion.

  • Training environments security

    We secure the full training infrastructure — from data pipeline and supply chain integrity to training data provenance and protection against data poisoning.

  • AI infrastructure security

    We harden compute, networking, and orchestration layers — enforcing isolation between tenants and classification levels, and ensuring cloud-native AI infrastructure does not introduce exploitable boundaries.

  • AI action controls and guardrails

    As AI systems gain autonomy over software and physical systems, access control alone is insufficient — operational AI requires enforced action boundaries, ensuring autonomous behaviour remains within a defined, auditable set of permitted actions.

  • Model protection and model DRM

    On-device model encryption, anti-tampering, and licence enforcement — preventing extraction or modification of models on captured or compromised platforms.

  • Security assurance

    Identify practical risks and vulnerabilities across your AI infrastructure and get actionable recommendations to mitigate them.

  • Product security programme

    Security integrated into your AI/ML development cycle without slowing delivery. A tailored programme ensures what ships is defensible — technically and operationally.

  • Research & Development

    AI evolves rapidly, and ready-made solutions don’t always meet unique needs. Through our R&D, we help clients turn unconventional challenges into deployable, high-impact solutions — many of our key innovations have originated this way.

Platforms built for high-risk environments

Helmet

Securing AI from model build to field inference

Securing AI across its lifecycle — datasets, training environments, models in the cloud and at the edge, and the AI-enabled applications. Built for ML models running in high-risk environments, shaped by real threats and operational requirements.

Helmet capabilities are built and running across our programmes in private and public sectors including mobile apps with 100 million+ users and defence systems.

Enable new capabilities through cybersecurity and resilience

Contact us to explore how we can support your goals.

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