Fairness, transparency, and human oversight — by default.
Our responsible AI framework governs how every model is designed, evaluated, deployed, and monitored. Principles are not optional at MarqX.
Fairness
Every model deployed through MarqX undergoes fairness testing across protected demographic attributes before release and on a continuous basis post-deployment.
Transparency
Stakeholders receive plain-language explanations of how AI decisions are made, what data was used, and what the model's limitations are.
Accountability
Every AI decision has a named owner — human or system — with a full audit trail. Accountability cannot be diffused across a black box.
Human Oversight
Human-in-the-loop gates are mandatory for high-stakes decisions. AI augments human judgment; it does not replace it without explicit sign-off.
Privacy by Design
AI systems are designed to minimise personal data use. Differential privacy and anonymisation techniques are applied by default.
Non-Maleficence
Impact assessments are conducted before deployment. We refuse to build AI systems whose primary purpose is to harm, manipulate, or discriminate.