Phase 0: Qwen extracts 14 structured intake flags (personal_data,
marketing, profiling, ai_usage, etc.) instead of keyword matching.
Fallback to keywords if LLM unavailable. Flags feed into UCCA for
accurate scoring.
Phase 1: Control relevance filter removes false positives.
C_TRANSPARENCY only recommended if AI/ML keywords found in text.
7 control rules with keyword lists + intake flag fallback.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Benjamin Admin