Consensus Tracking

Consensus tracking is a standardization pathway, prominently discussed in the context of the EU Artificial Intelligence Act. Its core definition involves Standard-Setting Organizations (SSOs) refraining from making new normative judgments on abstract concepts like 'fairness' or 'transparency'. Instead, they 'track' and codify the existing consensus found within society, law, academia, and industry. This approach aligns with principles in ISO/IEC Guide 59:2019, which advocates for standards based on consolidated results of science and experience. Within a risk management framework like the NIST AI RMF, it serves to translate high-level legal principles into actionable technical standards, contrasting with an expert-led model that could raise concerns about democratic legitimacy.

Enterprises apply consensus tracking by adhering to standards developed through this principle to manage AI compliance risks. Key implementation steps include: 1) Risk Identification: Identify high-risk AI systems (e.g., hiring tools) as defined by the EU AI Act and map them to relevant harmonised standards. 2) Gap Analysis: Analyze discrepancies between current AI development lifecycle processes and the standard's requirements, integrating necessary changes such as explainability report generation. 3) Validation & Documentation: Conduct internal validation using the standard's testing protocols and document all evidence for conformity assessments. This approach can demonstrably improve audit pass rates and reduce compliance-related fines.

Taiwanese enterprises face three primary challenges: 1) Normative Mismatch: The consensus tracked by EU bodies is rooted in European values (e.g., GDPR), which may differ from Taiwan's legal and cultural context. Mitigation involves conducting a gap analysis and adopting the stricter requirements. 2) Limited Participation: Taiwanese firms have minimal influence in European SSOs where consensus is formed. The solution is to engage collectively through industry associations. 3) Resource Constraints: SMEs often lack the expertise to monitor and implement evolving standards. A prioritized approach, focusing on the highest-risk systems first and leveraging expert consultants, is the most effective strategy.

Winners Consulting specializes in consensus tracking for Taiwan enterprises, delivering compliant management systems within 90 days. Free consultation: https://winners.com.tw/contact