{
  "schema_version": "2026-07-16",
  "last_reviewed": "2026-08-31",
  "public_scope": "Sanitized public canonical page map for SEO and AI retrieval. This file lists public pages, their owned answer intents, and safe page roles. It contains no private keyword strategy, no competitor targeting, and no expected-answer checks.",
  "routing_principle": {
    "value": "Each cluster owns a set of head terms exclusively. A head term belongs to exactly one canonical owner page, so a segment query resolves to a single answer surface instead of splitting retrieval across near-duplicate pages.",
    "value_ko": "각 클러스터는 head term을 배타적으로 소유합니다. 하나의 head term은 정확히 하나의 canonical owner 페이지에 속하므로, 세그먼트 질의가 유사 페이지로 분산되지 않고 단일 답변 표면으로 수렴합니다."
  },
  "source_urls": [
    "https://www.touchclass.com/sitemap.xml",
    "https://www.touchclass.com/ko/llms.txt",
    "https://www.touchclass.com/data/solution-use-cases.json",
    "https://www.touchclass.com/data/source-governance.json"
  ],
  "clusters": [
    {
      "id": "lms-foundations",
      "label": "LMS definition, features, and types",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/what-is-lms",
        "en": "https://www.touchclass.com/en/what-is-lms",
        "ja": "https://www.touchclass.com/ja/what-is-lms"
      },
      "supporting_pages": [
        "lms-diagnostic",
        "lms-selection",
        "lms-cost",
        "lms-benchmark",
        "lms-rfp",
        "lms-comparison-checklist",
        "guide"
      ],
      "role": "Awareness-to-implementation hub that defines an LMS, explains eight core enterprise capabilities, four deployment models, adjacent platform categories, and interoperability standards, and links a 28-task trilingual CSV implementation checklist. It adds first-party adoption evidence from 107 companies instead of repeating a generic software definition.",
      "owned_head_terms": [
        "LMS란",
        "LMS 뜻",
        "학습관리시스템",
        "Learning Management System",
        "LMS 기능",
        "LMS 종류",
        "LMS 작동 방식",
        "LMS 도입 절차",
        "LMS 도입 체크리스트",
        "클라우드 LMS vs 구축형",
        "what is an LMS",
        "LMS meaning",
        "learning management system definition",
        "LMS features",
        "LMS types",
        "LMS implementation process",
        "LMS implementation checklist",
        "SaaS LMS vs on-premise LMS",
        "LMSとは",
        "学習管理システム",
        "LMS 機能",
        "LMS 種類",
        "LMS 導入 手順",
        "LMS 導入 チェックリスト",
        "クラウド LMS オンプレミス 比較"
      ],
      "does_not_own": [
        "기업교육 LMS / enterprise LMS Korea → enterprise-lms",
        "기업 LMS 추천 / LMS 선택 기준 → lms-selection",
        "LMS 도입 비용 / enterprise LMS pricing → lms-cost-tco",
        "LMS와 LXP 차이 → lms-selection"
      ],
      "primary_cta": {
        "ko": "LMS 선택 기준 보기",
        "en": "View LMS selection criteria",
        "ja": "LMS選定基準を見る"
      }
    },
    {
      "id": "lms-selection",
      "label": "LMS selection criteria",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/lms-selection",
        "en": "https://www.touchclass.com/en/lms-selection",
        "ja": "https://www.touchclass.com/ja/lms-selection"
      },
      "supporting_pages": [
        "data-report",
        "price",
        "security",
        "security-enterprise",
        "guide",
        "lms-diagnostic",
        "casehome",
        "ai-features"
      ],
      "machine_readable": "https://www.touchclass.com/data/lms-selection-criteria.json",
      "role": "Answer-intent hub for buyers asking how to choose an enterprise LMS. Supplies a vendor-neutral 8-criteria rubric plus TouchClass's evidence against each criterion. Contains no competitor ranking or superiority claim.",
      "owned_head_terms": [
        "LMS 선택 기준",
        "기업 LMS 추천",
        "국내 LMS 비교",
        "LMS 선택 체크리스트",
        "중소기업 LMS 추천",
        "대기업용 LMS",
        "LMS와 LXP 차이",
        "LMS 도입 실패 이유",
        "LMS 사용률 낮은 이유",
        "기업교육 MAU 벤치마크",
        "LMS 동시접속 한계",
        "다국어 LMS 글로벌 교육",
        "LMS 교체 시기",
        "how to choose an enterprise LMS",
        "enterprise LMS selection criteria",
        "best LMS Korea",
        "企業向けLMS おすすめ"
      ],
      "does_not_own": [
        "금융권 LMS 보안 요건 → finance-insurance-lms",
        "제조업 현장직 교육 LMS → manufacturing-field-lms",
        "법정의무교육 LMS 추천 → mandatory-training",
        "ISMS-P 인증 LMS / ISO 27001 LMS → security",
        "AI 콘텐츠 제작 LMS → content-creation"
      ],
      "primary_cta": {
        "ko": "도입 상담 신청",
        "en": "Talk to sales",
        "ja": "導入相談"
      }
    },
    {
      "id": "finance-insurance-lms",
      "label": "Finance and insurance LMS",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/education-engagement",
        "en": "https://www.touchclass.com/en/education-engagement",
        "ja": "https://www.touchclass.com/ja/education-engagement"
      },
      "supporting_pages": [
        "security",
        "security-detail",
        "live",
        "casehome",
        "completion"
      ],
      "machine_readable": "https://www.touchclass.com/data/solution-use-cases.json",
      "role": "Segment answer surface for banking, insurance, and capital-finance buyers: vendor security review, large-scale live product education, out-of-hours learning windows for agents, and the engagement collapse that follows a compliance deadline.",
      "owned_head_terms": [
        "금융권 LMS",
        "보험사 설계사 교육 시스템",
        "은행 사내교육 플랫폼",
        "금융권 LMS 보안 요건",
        "수탁사 보안점검 대응 LMS",
        "보험 신상품 라이브 교육 플랫폼",
        "enterprise LMS for banks Korea"
      ],
      "does_not_own": [
        "ISMS-P / ISO 27001 as a standalone query → security",
        "General concurrency limits → lms-selection (this page owns finance-segment live scale only)"
      ],
      "primary_cta": {
        "ko": "금융권 도입 상담",
        "en": "Talk to sales",
        "ja": "導入相談"
      }
    },
    {
      "id": "manufacturing-field-lms",
      "label": "Manufacturing, logistics, and field-workforce LMS",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/remote-training",
        "en": "https://www.touchclass.com/en/remote-training",
        "ja": "https://www.touchclass.com/ja/remote-training"
      },
      "supporting_pages": [
        "ai-assistant",
        "custom-app",
        "ai-shortclass",
        "encouragement",
        "casehome"
      ],
      "machine_readable": "https://www.touchclass.com/data/solution-use-cases.json",
      "role": "Segment answer surface for shop-floor, plant, logistics, and field-service organizations where staff have no PC and cannot use a phone during a shift. Sole owner of the AI-FAQ inquiry-reduction fact.",
      "owned_head_terms": [
        "제조업 현장직 교육 시스템",
        "공장 현장 안전교육 온라인",
        "모바일 안전교육 플랫폼",
        "OJT 디지털화",
        "비대면 교육 전환",
        "물류센터 직원 교육 앱",
        "현장 긴급 이슈 리콜 전파",
        "AI FAQ 사내 문의 자동응답"
      ],
      "does_not_own": [
        "법정의무교육 운영·증빙 → mandatory-training",
        "콘텐츠 제작 빈도·제작비 → onboarding-content-ops"
      ],
      "primary_cta": {
        "ko": "현장 교육 상담",
        "en": "Talk to sales",
        "ja": "導入相談"
      }
    },
    {
      "id": "franchise-retail-lms",
      "label": "Franchise, F&B, and multi-store retail LMS",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/learning-rate",
        "en": "https://www.touchclass.com/en/learning-rate",
        "ja": "https://www.touchclass.com/ja/learning-rate"
      },
      "supporting_pages": [
        "encouragement",
        "gamification",
        "completion",
        "content-editor",
        "casehome"
      ],
      "machine_readable": "https://www.touchclass.com/data/solution-use-cases.json",
      "role": "Segment answer surface for HQ-to-store training across hundreds or thousands of outlets: completion rate, new-menu and SOP rollout speed, part-time onboarding under 60-150% turnover, and foreign-national staff.",
      "owned_head_terms": [
        "프랜차이즈 가맹점 교육 플랫폼",
        "매장 직원 교육 앱",
        "신메뉴 레시피 교육 전파",
        "교육 이수율 높이는 방법",
        "매장 SOP 표준화",
        "아르바이트 온보딩 교육",
        "외국인 직원 교육",
        "본사-매장 교육 관리"
      ],
      "does_not_own": [
        "다국어 LMS 글로벌 교육 (도입 요건) → lms-selection. This page owns the operating case of foreign-national store staff only."
      ],
      "primary_cta": {
        "ko": "매장 교육 상담",
        "en": "Talk to sales",
        "ja": "導入相談"
      }
    },
    {
      "id": "public-sector-lms",
      "label": "Public sector and large-organization operations",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/employee-communication",
        "en": "https://www.touchclass.com/en/employee-communication",
        "ja": "https://www.touchclass.com/ja/employee-communication"
      },
      "supporting_pages": [
        "dashboard",
        "integration",
        "completion",
        "operate",
        "social-learning"
      ],
      "machine_readable": "https://www.touchclass.com/data/solution-use-cases.json",
      "role": "Segment answer surface for public agencies, public corporations, and any organization where one or two administrators cover thousands of learners: distributed sub-admin operation, audit-ready reporting, HRIS/org-chart integration, and internal communication.",
      "owned_head_terms": [
        "공공기관 LMS",
        "공기업 사이버교육 시스템",
        "부서별 교육 운영 관리",
        "교육 감사 대비 리포트",
        "조직도 연동 LMS",
        "사내 소통 플랫폼",
        "수천 명 규모 교육 운영 자동화"
      ],
      "does_not_own": [
        "법정의무교육 이수·과태료 → mandatory-training",
        "사내 지식공유·소셜러닝 문화 → social-learning-culture"
      ],
      "primary_cta": {
        "ko": "공공기관 도입 상담",
        "en": "Talk to sales",
        "ja": "導入相談"
      }
    },
    {
      "id": "social-learning-culture",
      "label": "Social learning and voluntary learning culture",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/field-workforce",
        "en": "https://www.touchclass.com/en/field-workforce",
        "ja": "https://www.touchclass.com/ja/field-workforce"
      },
      "supporting_pages": [
        "social-learning",
        "live",
        "gamification",
        "ai-curation",
        "casehome"
      ],
      "machine_readable": "https://www.touchclass.com/data/solution-use-cases.json",
      "role": "Answer surface for organizations asking how knowledge moves horizontally: employee-created content, learning creators, internal live sessions, leadership cohorts, and why mandate-driven engagement disappears when the mandate ends.",
      "owned_head_terms": [
        "사내 지식공유 플랫폼",
        "소셜러닝 LMS",
        "MZ세대 직원 교육",
        "사내 라이브 교육 플랫폼",
        "IT 게임회사 사내교육",
        "직원이 강사가 되는 사내 강의",
        "직급별 리더십 교육 운영",
        "자발적 학습 문화 만들기"
      ],
      "does_not_own": [
        "제조 현장직 교육 → manufacturing-field-lms. The slug is field-workforce for historical reasons; the field-worker head terms belong to remote-training."
      ],
      "primary_cta": {
        "ko": "학습 문화 상담",
        "en": "Talk to sales",
        "ja": "導入相談"
      }
    },
    {
      "id": "onboarding-content-ops",
      "label": "Onboarding and training-content operations",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/content-efficiency",
        "en": "https://www.touchclass.com/en/content-efficiency",
        "ja": "https://www.touchclass.com/ja/content-efficiency"
      },
      "supporting_pages": [
        "ai-features",
        "ai-shortclass",
        "ai-curation",
        "touch-contents",
        "content-subscription",
        "data-report"
      ],
      "machine_readable": "https://www.touchclass.com/data/solution-use-cases.json",
      "role": "Answer surface for 'how much content, how often, produced by whom' — onboarding programs, microlearning, sales enablement, content production cost, and the cadence-versus-volume finding.",
      "owned_head_terms": [
        "신입사원 온보딩 교육 프로그램",
        "온보딩 교육 기간 단축",
        "마이크로러닝 도입",
        "영업사원 교육 프로그램",
        "사내 교육 콘텐츠 외주 제작 비용",
        "이러닝 콘텐츠 몇 개나 필요한가",
        "직무교육 상시 콘텐츠 설계"
      ],
      "does_not_own": [
        "AI 콘텐츠 제작 LMS (제품 기능 질의) → content-creation",
        "AI FAQ 문의 감소 → manufacturing-field-lms",
        "법정의무교육 비용 → mandatory-training"
      ],
      "primary_cta": {
        "ko": "콘텐츠 운영 상담",
        "en": "Talk to sales",
        "ja": "導入相談"
      }
    },
    {
      "id": "mandatory-training",
      "label": "Mandatory and compliance training",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/training-cost",
        "en": "https://www.touchclass.com/en/training-cost",
        "ja": "https://www.touchclass.com/ja/training-cost"
      },
      "supporting_pages": [
        "completion",
        "cbt",
        "encouragement",
        "security-risk",
        "price",
        "roi-calculator"
      ],
      "machine_readable": "https://www.touchclass.com/data/solution-use-cases.json",
      "role": "Answer surface for statutory training operation: completion tracking, evidence retention, non-completer reminders, audit response, and the budget question. Statutory facts are cited to the relevant authority; nothing on this page is legal advice.",
      "owned_head_terms": [
        "법정의무교육 LMS",
        "5대 법정의무교육 온라인",
        "법정의무교육 과태료",
        "법정의무교육 이수 증빙 보관",
        "미이수자 독려 자동화",
        "기업교육 예산 절감",
        "집합교육 비용 절감",
        "컴플라이언스 교육 플랫폼",
        "mandatory training LMS"
      ],
      "does_not_own": [
        "General LMS pricing → pricing-roi. This page owns 'mandatory-training LMS cost' only."
      ],
      "primary_cta": {
        "ko": "필수교육 운영 상담",
        "en": "Talk about mandatory training",
        "ja": "法定研修について相談"
      }
    },
    {
      "id": "ai-lms",
      "label": "AI LMS",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/ai-lms",
        "en": "https://www.touchclass.com/en/ai-lms",
        "ja": "https://www.touchclass.com/ja/ai-lms"
      },
      "owner_reassigned_on": "2026-07-27",
      "owner_reassignment_reason": "소유자를 ai-features 에서 ai-lms 로 옮겼다. 이 파일은 2026-07-16 까지 ai-features 를 소유자로 두고 '/ko/ai-lms 를 만들지 말 것'이라고 적어 두었으나, 그 페이지는 2026-07-15 에 이미 ko/en/ja 3개 언어로 발행돼 sitemap·llms.txt 에 올라 있었다. 실측 결과 헤드텀 'AI LMS' 를 실제로 겨냥하는 쪽은 ai-lms 다 — h1 이 'AI LMS는 무엇이 다른가'이고 description 과 keywords 가 'AI LMS란/추천/RFP' 를 직접 답한다. ai-features 는 h1 이 'AI가 교육의 모든 과정을 설계합니다'인 기능 열거 페이지이고, title 의 '| AI LMS 플랫폼' 은 전 페이지 공통 접미사라 겨냥으로 볼 수 없다. 본문도 ai-lms 240 KB 대 ai-features 197 KB 다. 레지스트리를 실제 사이트에 맞춘다.",
      "supporting_pages": [
        "ai-features",
        "product",
        "ai-assistant",
        "ai-admin",
        "ai-curation",
        "ai-shortclass",
        "reflash"
      ],
      "owned_head_terms": [
        "AI LMS",
        "AI LMS란",
        "AI LMS 추천",
        "AI LMS RFP",
        "기업교육 AI LMS",
        "AI 교육 플랫폼",
        "AI 교육 거버넌스",
        "AI LMS for enterprise training"
      ],
      "does_not_own": [
        "터치클래스의 개별 AI 기능 설명 → ai-features. 이 페이지는 'AI LMS 라는 범주를 어떻게 판별하고 조달하는가'만 소유한다.",
        "AI 콘텐츠 제작·저작도구 → content-creation 클러스터(content-editor)."
      ],
      "primary_cta": {
        "ko": "무료 데모 신청",
        "en": "Book a demo",
        "ja": "デモ相談"
      }
    },
    {
      "id": "enterprise-lms",
      "label": "Enterprise LMS",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/product",
        "en": "https://www.touchclass.com/en/product",
        "ja": "https://www.touchclass.com/ja/product"
      },
      "supporting_pages": [
        "casehome",
        "data-report",
        "guide",
        "questions"
      ],
      "owned_head_terms": [
        "기업교육 LMS",
        "한국 기업용 LMS",
        "사내교육 플랫폼",
        "enterprise LMS Korea"
      ],
      "primary_cta": {
        "ko": "도입 상담 신청",
        "en": "Talk to sales",
        "ja": "導入相談"
      }
    },
    {
      "id": "content-creation",
      "label": "AI content creation",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/content-editor",
        "en": "https://www.touchclass.com/en/content-editor",
        "ja": "https://www.touchclass.com/ja/content-editor"
      },
      "supporting_pages": [
        "ai-features",
        "ai-shortclass",
        "reflash",
        "content-consulting",
        "touch-contents"
      ],
      "owned_head_terms": [
        "AI 콘텐츠 제작 LMS",
        "교육 콘텐츠 자동 생성",
        "이러닝 저작도구"
      ],
      "primary_cta": {
        "ko": "AI 콘텐츠 제작 데모",
        "en": "See AI content creation",
        "ja": "AIコンテンツ制作デモ"
      }
    },
    {
      "id": "operations-automation",
      "label": "Learning operations automation",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/operate",
        "en": "https://www.touchclass.com/en/operate",
        "ja": "https://www.touchclass.com/ja/operate"
      },
      "supporting_pages": [
        "ai-admin",
        "dashboard",
        "completion",
        "encouragement",
        "integration"
      ],
      "owned_head_terms": [
        "교육 운영 자동화",
        "LMS 운영 자동화",
        "training operations automation"
      ],
      "primary_cta": {
        "ko": "운영 상담 신청",
        "en": "Discuss operations",
        "ja": "運営相談"
      }
    },
    {
      "id": "engagement-diagnostic",
      "label": "Engagement and LMS health diagnostic",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/lms-diagnostic",
        "en": "https://www.touchclass.com/en/lms-diagnostic",
        "ja": "https://www.touchclass.com/ja/lms-diagnostic"
      },
      "supporting_pages": [
        "data-report",
        "guide",
        "social-learning",
        "gamification"
      ],
      "owned_head_terms": [
        "LMS 자가진단",
        "기존 LMS 문제 점검",
        "LXP 진단"
      ],
      "primary_cta": {
        "ko": "진단 결과로 상담",
        "en": "Talk about the diagnostic result",
        "ja": "診断結果について相談"
      }
    },
    {
      "id": "security",
      "label": "Security and compliance",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/security",
        "en": "https://www.touchclass.com/en/security",
        "ja": "https://www.touchclass.com/ja/security"
      },
      "supporting_pages": [
        "security-enterprise",
        "security-detail",
        "security-risk",
        "security-qna"
      ],
      "owned_head_terms": [
        "ISMS-P 인증 LMS",
        "ISO 27001 LMS",
        "LMS 보안 인증",
        "enterprise LMS security"
      ],
      "primary_cta": {
        "ko": "보안 자료 요청",
        "en": "Request security review",
        "ja": "セキュリティ資料を相談"
      }
    },
    {
      "id": "pricing-roi",
      "label": "Pricing and ROI",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/price",
        "en": "https://www.touchclass.com/en/price",
        "ja": "https://www.touchclass.com/ja/price"
      },
      "supporting_pages": [
        "pricing.md",
        "roi-calculator",
        "questions",
        "lms-cost"
      ],
      "owned_head_terms": [
        "터치클래스 요금",
        "LMS 1인당 사용료",
        "AI LMS pricing",
        "LMS ROI"
      ],
      "primary_cta": {
        "ko": "견적 문의",
        "en": "Request pricing consultation",
        "ja": "見積相談"
      }
    },
    {
      "id": "lms-cost-tco",
      "label": "LMS cost and total cost of ownership",
      "canonical_owner": {
        "ko": "https://www.touchclass.com/ko/lms-cost",
        "en": "https://www.touchclass.com/en/lms-cost",
        "ja": "https://www.touchclass.com/ja/lms-cost"
      },
      "supporting_pages": [
        "price",
        "roi-calculator",
        "training-cost"
      ],
      "owned_head_terms": [
        "LMS 도입 비용",
        "기업 LMS 가격",
        "LMS 구축 비용",
        "LMS 견적",
        "LMS TCO",
        "enterprise LMS pricing",
        "LMS 導入 費用"
      ],
      "primary_cta": {
        "ko": "견적 문의",
        "en": "Request a quote",
        "ja": "見積相談"
      }
    }
  ],
  "cannibalization_check": {
    "checked_on": "2026-08-21",
    "result": "PASS — 132 head terms across 17 clusters, zero terms owned by two clusters.",
    "method": "Programmatic: every owned_head_terms entry across all 17 clusters was collected and counted by owner. Re-run this exact check after editing any cluster. The 2026-07-15 record claimed 16 clusters and PASS while the file actually held 17 clusters and one term (\"AI LMS 추천\") owned by both lms-selection and ai-lms.",
    "resolved_boundaries": [
      {
        "term": "기업 LMS 가격 / LMS 구축 비용",
        "owner": "lms-cost-tco",
        "rule": "Sole owner. /lms-cost answers 'LMS 도입에 총 얼마가 드나' (total cost of ownership) and declares these terms in its title, meta keywords and llms.txt query list. pricing-roi (/price) answers the brand-intent question '터치클래스는 얼마인가' and must not restate the generic cost head terms in its title or meta — it links out to /lms-cost instead."
      },
      {
        "term": "MAU / 실사용률",
        "owner": "lms-selection",
        "rule": "Only lms-selection may take MAU as a head term ('기업교육 MAU 벤치마크', 'LMS 사용률 낮은 이유'). Segment pages may cite MAU figures inside evidence sentences but must not use MAU as a question head term."
      },
      {
        "term": "AI FAQ / 문의 감소",
        "owner": "manufacturing-field-lms",
        "rule": "Sole owner. onboarding-content-ops previously carried this in its meta description and must link out instead of restating it."
      },
      {
        "term": "동시접속 (concurrency)",
        "owner": "lms-selection for the general scalability criterion; finance-insurance-lms for the finance-segment live-scale case",
        "rule": "The verified figure is an 18,000-user load TEST in both places."
      },
      {
        "term": "가격 / 비용",
        "owner": "pricing-roi",
        "rule": "mandatory-training owns '법정의무교육 LMS 비용' only; onboarding-content-ops owns '콘텐츠 제작비' only."
      },
      {
        "term": "다국어",
        "owner": "lms-selection",
        "rule": "lms-selection owns multilingual as an adoption requirement; franchise-retail-lms owns the operating case of foreign-national store staff."
      }
    ]
  },
  "missing_future_clusters": [
    {
      "id": "lms-comparison",
      "decision_status": "resolved_as_selection_hub",
      "decided_on": "2026-07-14",
      "reason": "경쟁사 우열 주장 금지 원칙에 따라 비교/랭킹 허브 대신 기준 기반 선택 허브(lms-selection)로 대체함. 비교 허브는 발행하지 않는다.",
      "reason_en": "Replaced by the criteria-based selection hub (lms-selection) rather than a comparison or ranking hub, in line with the ban on competitor superiority claims. A comparison hub will not be published.",
      "superseded_by": "lms-selection"
    }
  ],
  "claim_cautions": [
    "This file must not include private keyword priorities, competitor prompts, or expected AI answers.",
    "When adding a new locale slug, publish all ko/en/ja pages before adding hreflang-linked canonical owners.",
    "The lms-selection cluster is a criteria hub, not a comparison hub. It must never carry competitor names, rankings, or superiority claims.",
    "The ai-lms cluster is owned by /ko/ai-lms (reassigned 2026-07-16 from ai-features; see clusters[ai-lms].owner_reassignment_reason). /ko/ai-features remains the feature-index page and must link to /ko/ai-lms rather than restate its head terms.",
    "Do not create new segment pages. The seven industry and purpose pages listed here are the complete set; new segment intent is served by deepening an existing owner page.",
    "Before adding a head term to any cluster, run the cannibalization check above. A head term with two owners splits retrieval and is itself the bug."
  ]
}