Validating LLM-Generated Control Mappings Beyond Aggregate Accuracy

Security control frameworks continue to grow in scope and complexity. The CSA AI Controls Matrix (AICM) alone has 243 control objectives. NIST CSF has hundreds of subcategories. Organizations operating under multiple frameworks need to map between them for compliance cross-referencing, gap analysis, risk aggregation, and audit preparation. LLMs have become a practical necessity for this work. An LLM can produce a complete mapping in minutes, with structured output, valid schema, and a ...