BiasClean v3.0’s Audit-First Mode runs a safety audit before any mitigation takes place, producing a clear, three-tier traffic-light score that regulators, ethics boards, and non-technical stakeholders can read at a glance:
🟢 Green — Safe. The dataset shows no significant bias concerns. Deployment can proceed.
🟡 Yellow — Review. Moderate disparities detected. Deployment recommendations depend on bias severity and the number of vulnerable groups affected — human review is advised before proceeding.
🔴 Red — Unsafe. Significant bias detected. Deployment is not recommended without mitigation.
This traffic-light governance model gives auditors and decision-makers a clear, evidence-based deployment recommendation without requiring them to interpret raw statistical output themselves — turning a technical bias audit into a governance decision anyone on an ethics board or compliance team can act on.