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          "description": "The middle stretch in arcs that have one. Often where length problems creep in."
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        "arc": {
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          "slug": "problem-agitate-solution",
          "status": "active",
          "bestFor": "Sales pitches, urgency-driven, competitive displacement",
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          "status": "active",
          "canonId": "019dd9b8-03f9-772a-b84a-4f07b415b77a",
          "version": 1,
          "description": "A dedicated proof beat exists in only ~4 arcs (Gambit, Sequoia, AIDA, Monroes). Other arcs embed evidence inline within development."
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          "description": "Show the dramatic contrast between the old way and the new way through side-by-side comparison",
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          "slug": "39-benchmark-gap",
          "status": "active",
          "bestFor": "Performance improvement, competitive analysis, target setting",
          "canonId": "019dd956-75a4-7522-8d1a-af94da4703e9",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Our Performance -> Industry Average -> Best-in-Class -> The Gap = The Opportunity",
          "description": "Compare performance against best-in-class to quantify the opportunity",
          "familyLabel": null,
          "categoryName": "Comparison",
          "categorySlug": "comparison"
        },
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        "evidence": "The presentation uses benchmarking to highlight the valuation gap.",
        "position": 1,
        "objective": "Highlight the valuation gap",
        "confidence": 0.7,
        "extraction": {
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          "seconds": null,
          "promptVersion": "doc-narrative-v1"
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        "tool": {
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          "slug": "before-after-framing",
          "status": "active",
          "bestFor": "For turnaround / reform proposals",
          "canonId": "019dd9e1-528b-72ec-a563-e5dcb9410f67",
          "version": 1,
          "bodyDocId": "019dd9a1-80bf-72e9-980b-ccd1c0cd3488",
          "description": "You visualise two futures side by side: the trajectory the target is on\ntoday, and the trajectory under your proposed intervention. The reader\nhas to see the delta to feel the stakes.\n\nIt's the rhetorical cousin of the peer-gap — same visual grammar\n(comparison), but across **time** instead of across peers.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
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        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "For turnaround / reform proposals",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
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        },
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        "whyItWorks": "- It **quantifies the opportunity cost** of inaction. \"Doing nothing\"\n  becomes a concrete, visible path, not an abstraction.\n- It **makes the Answer tangible**. The prescription isn't a paragraph;\n  it's a trajectory the reader can point at.\n- It **pre-empts the status-quo defence**. Management usually argues \"we\n  have a plan\". Your chart shows what their plan looks like vs. yours.\n- It **satisfies both the Architect** (math adds up) **and the Storyteller**\n  (emotional delta between two futures).",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "CEO quote contradiction",
          "slug": "ceo-quote-contradiction",
          "status": "active",
          "bestFor": "When management credibility is the lever",
          "canonId": "019dd9e1-52e9-717f-8454-93e627563ed6",
          "version": 1,
          "bodyDocId": "019dd9a1-8296-720d-8f51-da76937f9415",
          "description": "You reproduce management's own words — verbatim, with source and date — and\nthen place them next to the outcome that contradicts them. The CEO built\nthe rope; you put it around their own neck.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "3b3c00b1-525c-4aba-a285-66ad0fff5b5b",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When management credibility is the lever",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "- **Maximum credibility**: no adjective you could write is as damning as the\n  target's own prior statement.\n- **No rebuttal path**: management can't argue they didn't say it.\n- **It forces accountability onto a person**, not an institution — even if\n  you aren't explicitly naming a villain elsewhere.\n- **Reporters amplify it**. A CEO-quote-contradiction slide is quotable,\n  which means it lands in WSJ/FT/Bloomberg coverage.",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Peer gap chart",
          "slug": "peer-gap",
          "status": "active",
          "bestFor": "When relative underperformance is the core argument",
          "canonId": "019dd9e1-54f1-775a-94a1-d5cf3bb75abf",
          "version": 1,
          "bodyDocId": "019dd9a1-8653-7748-9050-807f067196c3",
          "description": "A single visual that benchmarks the target against its best-in-class peers on\na single quantitative KPI — and shows the target losing. The gap is the\npunchline.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "0b6a2263-ce37-4922-983b-3c0115e91c79",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When relative underperformance is the core argument",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "- It's the **most credible claim in the deck** because it's arithmetic, not\n  opinion.\n- It's immediately **actionable** — close this gap and value accrues.\n- It **pre-empts the \"context is different\" defence** by pitting the target\n  against direct peers in the same category.",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Sum of parts",
          "slug": "sum-of-parts",
          "status": "active",
          "bestFor": "For breakup / spin-off theses",
          "canonId": "019dd9e1-51e5-73ad-9d1e-e77d4afe3125",
          "version": 1,
          "bodyDocId": "019df22a-9ecd-71db-8fa1-5f5eff36697f",
          "description": "You break the target into its constituent businesses or asset classes, value\neach separately against its own peer set, and show that the total is\nmaterially greater than the current market capitalisation. The \"gap\" is the\nconglomerate discount — or worse, accounting opacity hiding a crown-jewel\nasset.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "3b91b9a6-40ea-4f42-8a4d-312c8f017917",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "For breakup / spin-off theses",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "- It forces the market to confront **mismatched valuation multiples**:\n  \"this company trades like X but owns Y, which trades at",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Villain naming",
          "slug": "villain-naming",
          "status": "active",
          "bestFor": "When governance or specific decisions are the core thesis",
          "canonId": "019dd9e1-55a4-74db-9314-0ced4cd46cd2",
          "version": 1,
          "bodyDocId": "019dd9a1-88f1-72ad-8f4e-56ec29d7b369",
          "description": "You identify a **specific person** responsible for the target's underperformance\nor the behaviour you want changed — and name them. Not \"management\" or \"the\nboard\". A named executive or director with a specific failure attributable to\nthem.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "8ce9e257-cf28-4bab-aa72-2ee81ad5b38a",
        "evidence": "Bill Ruprecht (Chairman & CEO) and the long-tenured Sotheby's incumbent board (incl. Duke of Devonshire, Robert Taubman)",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When governance or specific decisions are the core thesis",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "- **Accountability needs a face.** Voters (shareholders, regulators,\n  journalists) act faster against people than institutions.\n- **Credibility rises with specificity.** \"The CFO has repeatedly missed\n  guidance\" > \"Management has missed guidance\".\n- It **pre-empts evasion**. An individual can be removed; an abstraction\n  cannot.\n- It **forces the target to respond personally** — and their defensive\n  response usually generates more attention for your thesis.",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Villain slide",
          "slug": "villain-slide",
          "status": "active",
          "bestFor": "In activist decks where the personality matters",
          "canonId": "019dd9e1-518c-7404-976a-5be5a517b659",
          "version": 1,
          "bodyDocId": null,
          "description": "A dedicated slide presenting the named villain visually",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "925f11e8-5efe-47ca-b5a2-ed8632cc3753",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "In activist decks where the personality matters",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "Makes the antagonist concrete",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Slide recipe: Cover",
          "slug": "cover-slide",
          "status": "active",
          "bestFor": null,
          "canonId": "019df269-2a08-767d-9128-e7431e6fe8a3",
          "version": 1,
          "bodyDocId": "019df269-29e5-7738-b5fa-6892e5dc8e65",
          "description": "The first ten seconds. Build it deliberately.",
          "familyLabel": "slide-recipe",
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "designer",
        "layer": "slide",
        "agents": [
          "designer"
        ],
        "matchId": "d4247df2-6d27-4595-88d1-9eeaee4b83fd",
        "evidence": "title/headline: Active-Passive Investor Summit",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 22:52:46.221697+00",
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    "notes": "Unusual dual-case structure: deck opens with a generic capital-allocation framework, then runs Sotheby's as the live activist case (pp.5-17) and Dillard's as a 'passive investing' case study (pp.18-44) showing what good capital allocation looks like post-activism. Filed as SEC Exhibit 99.4 from the Third Point proxy contest. No individual author named on cover — firm-only credit (Marcato Capital Management / Mick McGuire presumed deliverer at Active-Passive Investor Summit, April 22, 2014). Stake of 6.6% is Marcato's original July 2013 13D stake per the annotated timeline; no updated stake disclosed in this deck.",
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        "detail": "$1,069M of excess capital remains AFTER the $300M special dividend",
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        "detail": "$37 status quo → $53 PF Marcato → $99 PF Marcato + Third Point (20x P/E)",
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