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AI Security & Governance

Audit & MLSecOps

Embed security throughout your AI production chain

Securing the chain, not just the model

An AI system is more than a model: it relies on data, training pipelines, open-source dependencies, model registries and inference environments. Every link is a potential target.

MLSecOps applies DevSecOps principles to the AI chain: building in security from design and automating it across the entire model lifecycle.

Reference framework:

Our audits rely on the NIST AI RMF and software supply chain security best practices (SLSA) applied to AI models.

The scopes we audit

ML Pipelines

Security of model training, evaluation and deployment chains.

Model Supply Chain

Provenance and integrity of models, datasets and third-party dependencies.

Registries & Artifacts

Access control and integrity of model registries and artifacts.

Inference Environments

Hardening of services exposing models in production.

Secrets & Access

Management of secrets, keys and access to training data.

Traceability

Logging, versioning and end-to-end auditability.

Our MLSecOps approach

1

Mapping

Modeling of your AI chain and its exposure points.

2

Technical Audit

Security review of pipelines, registries and environments.

3

Supply Chain Analysis

Verification of the provenance and integrity of components.

4

Security Integration

Insertion of automated controls into your MLOps lifecycle.

5

Improvement Plan

Prioritized recommendations and implementation support.

Use cases

Data science team industrializing its models in production
Organization using open-source or pre-trained models
Bringing the AI chain into compliance with security requirements

Secure your AI chain

Our experts audit and strengthen the security of your entire AI production lifecycle.

Schedule an audit

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