Product Quality Models

Product Quality Models are structured frameworks used to evaluate product attributes like reliability and usability. Originally based on ISO/IEC 25010, these models are being expanded to include AI-specific attributes such as explainability, fairness, and robustness. In the context of the EU AI Act, these models serve as a translation layer, converting legal requirements into measurable technical characteristics. This ensures that AI systems are not only functionally sound but also legally compliant. For high-risk AI applications, this methodology is critical for establishing a baseline of trust and safety before market entry, preventing both regulatory penalties and reputational damage.

Implementation typically follows three steps: Requirement Mapping (mapping EU AI Act articles to ISO/IEC 25010 attributes), Metric Definition (setting quantitative KPIs like bias-detection thresholds), and Continuous Monitoring (tracking model drift and performance in real-time). A practical example is an automotive Tier-1 supplier in Taiwan: by applying these models to their ADAS AI components, they can pre-emptively address EU AI Act Article 9 (Risk Management System) requirements. This proactive approach can reduce compliance-related rework by up to 40% and ensure a 100% pass rate during third-party certification audits, significantly lowering the risk of product recalls or market bans.

Taiwan enterprises typically face three challenges: first, the difficulty of interpreting EU AI Act's legal language into technical specifications, which requires specialized legal-technical consulting. Second, insufficient data-centric processes, as AI quality is fundamentally tied to data integrity; this can be addressed by adopting ISO 42001 data-centric AI management standards. Third, the lack of cross-functional expertise, where engineers and legal teams operate in silos. The solution is to establish a dedicated AI Governance Committee led by senior management to oversee the 90-day implementation roadmap, ensuring technical teams have the necessary resources and legal teams provide clear regulatory boundaries.

Winners Consulting Services Co., Ltd. specializes in Product Quality Models for Taiwan enterprises, delivering compliant management systems within 90 days. Free consultation: https://winners.com.tw/contact