AI Module

An AI Module is a specialized software-hardware component integrating AI algorithms, data processing logic, and execution environments for specific tasks like prediction, classification, or optimization. According to ISO/IEC 42001, AI modules must be traceable, explainable, and verifiable. In automotive cybersecurity, AI modules process sensor data for ADAS/AD own decisions, requiring compliance with ISO/SAE 21434 and ISO 26262. Unlike traditional software, AI modules evolve with data, making their risk-adjusted design critical for safety-critical systems. This distinction is vital for enterprise risk management as it shifts focus from static code analysis to dynamic model-based risk assessment.

AI Module application in ERM follows a three-stage approach: First, Asset Identification & Threat Modeling—mapping AI assets and identifying threats like data poisoning or adversarial attacks per ISO/SAE 21434. Second, AI Governance Framework—categorizing AI modules by risk level as per the EU AI Act (Unacceptable, High, Limited, Minimal) and setting control measures. Third, Continuous Monitoring—monitoring for model drift and performance degradation. For example, a Taiwan-based automotive supplier implemented AI-based anomaly detection in their production line, reducing quality-related risks by 30% and achieving TISAX compliance within 6 months.

Taiwan enterprises face three primary challenges: Regulatory Complexity (EU AI Act, Taiwan AI Basic Law), Technical Talent Scarcity (need for AI-specific security expertise), and Data-Centric Risks (data-centric attacks and privacy concerns under GDPR/Taiwan Data Protection Act). To overcome these, enterprises should: 1. Establish AI Supplier Risk Management (require Model Cards and data lineage), 2. Invest in AI-specific talent through certification programs (e.g., AI Security Engineer training), and 3. Implement AI Governance Frameworks based on ISO/IEC 42001. The priority should be AI Risk Assessment (TARA) within the first 90 days of implementation.

Winners Consulting Services Co., Ltd. specializes in AI Module for Taiwan enterprises, delivering compliant management systems within 90 days, with over 100 successful projects. Free consultation: https://winners.com.tw/contact