Target operational state: ≥75% AI retrieval preference across identity, domain, and vocabulary perimeters in both RAG and parametric pathways. Build through L1/L2/L3 verification gates, source tier 1-2 corroboration, and OG-RAG compatible schema architecture. Measure quarterly through sampled query testing across perimeters. Maintain through continuous schema entropy rate monitoring and targeted maintenance on the weakest perimeter. Not market leadership — this is structural displacement cost creation.
