Building AI you can trust.
Mawk Labs provides rigorous alignment evaluations and EU AI Act / GDPR compliance assessments — so your models meet the moment.
The gap between capable and safe.
As AI systems grow more powerful, the distance between capability and trustworthiness widens. Mawk Labs exists to close that gap — through principled evaluation, transparent methodology, and deep technical expertise.
We believe alignment and compliance aren't constraints on innovation. They're what makes innovation sustainable. Our work helps teams build AI that earns — and keeps — human trust.
Evaluations that matter.
We combine red-teaming, structured benchmarking, and regulatory mapping to give you a complete picture of your model's alignment and compliance posture.
Alignment Evals
Systematic testing for value alignment, robustness under adversarial prompts, refusal quality, and unintended emergent behaviors across model families.
EU AI Act Compliance
Risk classification, technical documentation, conformity assessment support, and ongoing monitoring obligations under the EU AI Act — end to end.
GDPR Data Evals
Assessing training data lineage, data subject rights in AI outputs, DPIAs for high-risk systems, and lawful basis analysis for model deployment.
A rigorous, reproducible process.
Every engagement follows a structured methodology — so findings are defensible, reports are actionable, and nothing falls through the cracks.
Scoping & Threat Modeling
We map your model's deployment context, use cases, and stakeholder exposure to define evaluation scope and relevant risk vectors.
Structured Evaluation
Automated and human-led testing across alignment dimensions, regulatory requirements, and data governance obligations.
Findings & Evidence Package
Detailed reports with severity classifications, reproduction steps, regulatory citations, and remediation guidance — ready for auditors.
Ongoing Monitoring
Post-deployment drift detection, re-evaluation on model updates, and regulatory watch — because compliance is a continuous state.
Built for the EU era of AI.
The EU AI Act is the most comprehensive AI regulation in the world. Mawk Labs was built from day one to help organisations navigate it — from risk classification to notified body preparation.