Understand
Start with your business, environment, and the decisions you need to make.
15 / AI model pentesting
Understand how your model can fail.
Evaluate security risks in model behaviour, data exposure, and robustness using tests matched to the access you can authorize.
Discuss your requirementsSpecialist delivery and availability are confirmed during scoping.
Model assurance
A clear scope.
A useful outcome.
Begin with the model’s task, deployment context, training process, and the information available to an assessor. Select meaningful adversarial tests rather than treating every model as a chatbot. Record datasets, model versions, query budgets, baselines, and limitations so your team can interpret the results. A hosted model endpoint permits different conclusions from access to weights, training data, or a controlled training pipeline.
What we cover
- Evasion and robustness scenarios relevant to the model’s task
- Privacy leakage, membership inference, and extraction risk where testable
- Poisoning and backdoor exposure in authorized data or training environments
- Model access controls, evaluation boundaries, and mitigation trade-offs
What you take away
- Threat model, access assumptions, and evaluation protocol
- Reproducible test results with baseline comparisons and limitations
- Prioritized mitigation options and residual-risk decisions
- Repeatable evaluation plan for future model or data changes
How to engage
Feasibility workshop, bounded model evaluation, and an agreed follow-up assessment.
What progress looks like
Coverage of agreed threat scenarios and measured change against the recorded evaluation baseline.
The final scope, deliverables, and timing are agreed for your engagement.
Assess
Agree the scope and examine the controls, configurations, and exposures that matter.
Prioritize
Translate findings into clear actions, accountable owners, and realistic next steps.
Improve
Support remediation, review the evidence, and keep the programme moving forward.
START A CONVERSATION
Get in touch Let’s talk about ai model pentesting.
Tell us what you need to protect. We’ll help turn the question into a clear scope of work.