Service · AI Audit

AI audits, before you deploy.

Independent, evidence-based assessment of the models you are about to put into production. We examine risk, fairness, robustness and documentation so that a deployment decision can be defended to a board, a regulator and an internal control function.

What we examine

EU AI Act readiness

Risk classification, conformity-assessment posture, technical documentation and the obligations that attach to high-risk systems before they reach production.

Explainability review

Whether model decisions can be explained to the people they affect and to the functions accountable for them, with methods proportionate to the stakes.

Bias and fairness

Disparate-impact testing across protected and proxy attributes, with statistically grounded thresholds and documented mitigation where gaps appear.

Robustness and adversarial testing

Behaviour under distribution shift, edge cases, adversarial inputs and prompt injection, mapped against MITRE ATLAS and OWASP threat models.

Documentation and lineage

Data provenance, training records, model cards and change history assessed against ISO 27001 and audit-grade evidence standards.

Model risk governance

Ownership, validation cadence, monitoring and the control framework that keeps the system inside an agreed risk appetite after go-live.

Get in touch

Let's talk about your project

Engage Laystone Technologies for an independent pre-deployment audit of a model, a model portfolio, or your wider AI governance posture.