{"id":"GOV-007","area":"Generative Search, Scale, and Governance","title":"Do not invent AI-specific schema","if":"a proposal adds unsupported structured data solely for generative visibility","then":"reject it; use supported structured data only when it matches visible content","else":"validate the applicable markup","operators":["IF","THEN","ELSE"],"laka_levels":["Baseline","Structural"],"primary_metric":"valid supported markup","guardrails":"markup abuse","rationale":"Makes the decision explicit, measurable, and reversible where possible.","prefix":"GOV","area_slug":"generative-search-scale-and-governance","source":{"document":"04","file":"04-IF-ELSE-AND-OR-RULEBOOK.md","heading":"GOV-007 — Do not invent AI-specific schema","anchor":"gov-007-do-not-invent-ai-specific-schema"},"sentence":"IF a proposal adds unsupported structured data solely for generative visibility THEN reject it; use supported structured data only when it matches visible content ELSE validate the applicable markup","area_detail":{"name":"Generative Search, Scale, and Governance","slug":"generative-search-scale-and-governance","prefix":"GOV","count":12},"governs_gates":["maintainability","compliance"],"precedence":["safety_law_privacy_policy","user_value_and_accuracy","technical_eligibility_and_canonical_correctness","business_value_and_constraints","intent_fit_and_information_quality","measurement_and_learning","efficiency_and_scale","cosmetic_optimization"],"neighbours":["GOV-001","GOV-002","GOV-003","GOV-004","GOV-005","GOV-006","GOV-008","GOV-009","GOV-010","GOV-011","GOV-012"],"levels":[{"id":"baseline","name":"Baseline","definition":"The system is observed without changing its structure.","examples":["OBJECT: existing query, page, cluster, or site","ACTION: measure, inventory, classify","OUTCOME: trustworthy baseline"],"rule_count":49,"source":{"document":"01","file":"01-SEO-LAKA-GRAMMAR.md","heading":"10.1 Baseline"}},{"id":"structural","name":"Structural","definition":"Relationships, architecture, ownership, or workflow change.","examples":["Examples:","merge cannibalizing pages","redesign cluster architecture","change templates","repair faceted navigation","move from isolated pages to a hub graph","connect CRM value data to SEO reporting"],"rule_count":62,"source":{"document":"01","file":"01-SEO-LAKA-GRAMMAR.md","heading":"10.4 Structural change"}}]}