{ "schema_version": "core-reviewed-term-ai-handoff-v1", "version": "core-reviewed-term-ai-handoff-v1", "contract_status": "preview", "distribution": "per_term_read_only_ai_handoff", "no_write_operations": true, "canonical": { "url": "https://core.yogoq.com/en-US/core/ma-marketing-automation", "slug": "ma-marketing-automation", "locale": "en-US" }, "summary": { "schema_version": "core-reviewed-term-summary-v1", "term_id": "23e4b4ee-c00e-53ef-8456-85c230b1b24c", "canonical_slug": "ma-marketing-automation", "canonical_url": "https://core.yogoq.com/en-US/core/ma-marketing-automation", "locale": "en-US", "display_name": "Marketing Automation (MA)", "english_name": null, "abbreviation": "MA", "short_definition": "Marketing automation (MA) uses software to trigger personalized communications and scoring, improving lead conversion efficiency.", "quality": "reviewed", "publication_status": "published_reviewed", "version": "core-reviewed-term-summary-v1", "last_reviewed_at": "2026-05-14T00:00:00.000Z", "sources_count": 3, "limitations_key": "core-trust-policy-v1-2026-06-22" }, "content": { "definition": { "key": "definition", "title": "一言でいうと", "text": "Marketing automation (MA) uses software to trigger personalized communications and scoring, improving lead conversion efficiency.", "items": [] }, "formula": null, "boundary": null, "usage": [ { "key": "meaning", "title": "意味", "text": "MA automates repetitive marketing tasks such as email sequences, lead scoring, segmentation, and behavioral triggers. It aims to deliver the right message at the right time and move leads toward purchase readiness. Successful use depends on clear lifecycle stages, data hygiene, and tight coordination with sales.", "items": [] }, { "key": "usage", "title": "役立つ場面", "text": "Defines which behaviors trigger messages and what content to deliver. Sets lead scoring thresholds and handoff rules to sales. Allocates budget between automation, content creation, and manual outreach.", "items": [ "Defines which behaviors trigger messages and what content to deliver.", "Sets lead scoring thresholds and handoff rules to sales.", "Allocates budget between automation, content creation, and manual outreach." ] }, { "key": "usage", "title": "使い方のポイント", "text": null, "items": [ "Tools alone do not create results; journey design matters most.", "Lead scoring must be aligned with sales acceptance criteria.", "Data quality directly affects automation accuracy.", "Frequency and relevance protect brand trust.", "Continuous testing improves conversion over time." ] } ], "misunderstandings": [ { "key": "misunderstandings", "title": "よくある誤解 / 落とし穴", "text": null, "items": [ "MA guarantees growth without strategy or content.", "More emails always produce more leads; fatigue can reduce response.", "Marketing can run MA without sales alignment." ] } ], "examples": [ { "key": "examples", "title": "最小例", "text": "A B2B SaaS sets up a three-week nurture sequence based on product interest. Leads who view pricing pages receive a demo invitation and are scored higher. Sales receives alerts only when scores pass a threshold, which improves close rates. The company reviews sequence performance monthly and refines content.", "items": [] } ], "comparisons": [ { "key": "comparisons", "title": "似ている言葉との違い", "text": "Compare Marketing Automation (MA) with adjacent concepts before deciding. Marketing Automation (MA) | Current concept | Use when the team needs the primary decision lens Adjacent metric or framework | Supporting lens | Use when the team needs evidence or process detail General vocabulary | Broad explanation | Use only for orientation, not final decision-making", "items": [ "Marketing Automation (MA) | Current concept | Use when the team needs the primary decision lens", "Adjacent metric or framework | Supporting lens | Use when the team needs evidence or process detail", "General vocabulary | Broad explanation | Use only for orientation, not final decision-making" ] } ], "faq": [ { "question": "When should I use Marketing Automation (MA)?", "answer": "Use it when the team needs to decide scope, priority, owner, or trade-off, not when it only needs a short definition." }, { "question": "What makes Marketing Automation (MA) useful in practice?", "answer": "It becomes useful when it is tied to evidence, a decision owner, and a concrete next operating choice." }, { "question": "What should I avoid?", "answer": "Avoid using the term as a label without clarifying assumptions, boundaries, and how success will be judged." } ] }, "sources": { "source_refs": [ "concept:ma-marketing-automation:en-US", "concept:ma-marketing-automation:ja-JP", "core-term-page-500:concept:ma-marketing-automation" ], "visible_sources": [ { "label": "Principles of Marketing (OpenStax)", "url": "https://openstax.org/details/books/principles-marketing", "kind": null }, { "label": "Principles of Marketing (Open Textbook Library)", "url": "https://open.umn.edu/opentextbooks/textbooks/principles-of-marketing", "kind": "tier_s" }, { "label": "Principles of Management (OpenStax)", "url": "https://openstax.org/details/books/principles-management", "kind": "tier_s" } ] }, "related_terms": [ { "topic_id": "39508cac-a026-5f65-8953-94811414699c", "canonical_slug": "main-body", "canonical_url": "https://core.yogoq.com/en-US/core/main-body", "title": "Main Body", "relation_type": "next" }, { "topic_id": "bf1c072f-38a8-5b40-8194-ee8f53ce67a7", "canonical_slug": "3c-analysis", "canonical_url": "https://core.yogoq.com/en-US/core/3c-analysis", "title": "3C Analysis", "relation_type": "used_together" }, { "topic_id": "c2814f26-6ed6-50c2-bc84-a5e47d2c229a", "canonical_slug": "a-b-testing", "canonical_url": "https://core.yogoq.com/en-US/core/a-b-testing", "title": "A/B Testing", "relation_type": "used_together" }, { "topic_id": "3ae425a1-0346-5d34-89c9-6ef0ffd36413", "canonical_slug": "ltv-cac", "canonical_url": "https://core.yogoq.com/en-US/core/ltv-cac", "title": "LTV/CAC Ratio", "relation_type": "related" } ], "quality": { "quality": "reviewed", "publication_status": "published_reviewed", "source_count": 3, "last_reviewed_at": "2026-05-14T00:00:00.000Z", "trust_policy_version": "core-trust-policy-v1-2026-06-22" }, "limitations": { "policy_version": "core-trust-policy-v1-2026-06-22", "professional_advice_boundary": "reference_only_not_professional_advice", "text": "This page is reference information for research and learning. For accounting, legal, finance, health, security, or other individual decisions, confirm against primary sources or qualified professionals.", "items": [ "Public pages support general understanding and practical context; they are not professional advice for individual cases.", "Fast-changing information such as regulations, accounting standards, prices, product specs, and legal requirements should be checked against primary sources before final decisions.", "Even when AI-assisted drafting or audit is used, publication relies on quality gates and human-readable evidence." ] } }