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  "title": "Globant SA (GLOB)",
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          "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
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        "evidence": "The document highlights the complications in Globant's financials and management practices",
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          "version": 1,
          "description": "A dedicated proof beat exists in only ~4 arcs (Gambit, Sequoia, AIDA, Monroes). Other arcs embed evidence inline within development."
        },
        "evidence": "The document provides evidence to support its claims",
        "position": 3,
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          "version": 1,
          "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
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          "structure": "The Problem/Question -> What the Data Shows -> The Insight",
          "description": "Establish a tension, present data, then deliver the insight that changes everything",
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          "categoryName": "Narrative",
          "categorySlug": "narrative"
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        "evidence": "The document provides a detailed critique of Globant's growth claims",
        "position": 0,
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      {
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        "from": 20,
        "loop": {
          "name": "10_iceberg",
          "slug": "10-iceberg",
          "status": "active",
          "bestFor": "Consulting, complex problem solving, organizational change",
          "canonId": "019dd956-69f4-738c-852a-643798da0899",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Symptom (Visible) -> The System (Hidden) -> The Root Cause",
          "description": "Reveal that the visible problem is merely a symptom of a deeper root cause",
          "familyLabel": null,
          "categoryName": "Analysis",
          "categorySlug": "analysis"
        },
        "matchId": "3734af23-7733-43a3-8b5e-d1404dbb92f1",
        "evidence": "The document highlights the inconsistencies in Globant's financials",
        "position": 1,
        "objective": "To reveal the accounting and earnings issues",
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        "extraction": {
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        "loop": {
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          "slug": "27-cost-of-inaction",
          "status": "active",
          "bestFor": "Urgent budget requests, compliance, risk mitigation",
          "canonId": "019dd956-70d1-7395-a15b-857ba858b394",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Status Quo -> The Hidden Costs Accumulating -> The Future State of Inaction -> The Tipping Point",
          "description": "Quantify what happens if the audience does nothing",
          "familyLabel": null,
          "categoryName": "Urgency",
          "categorySlug": "urgency"
        },
        "matchId": "f830472e-95ec-44dd-b8cc-0a97582f5195",
        "evidence": "The document provides evidence of insider selling and transfers to trusts",
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        }
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    "tools": [
      {
        "tool": {
          "name": "Before/after framing",
          "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,
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        },
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        "evidence": null,
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        "priority": null,
        "whenToUse": "For turnaround / reform proposals",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:50.073129+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
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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).",
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      {
        "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": "8466d7d1-7972-4561-a93a-e3177c4bafb2",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When management credibility is the lever",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:50.073129+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": "9928e643-1558-4e7c-8e74-c131da1c8a36",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When relative underperformance is the core argument",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:50.073129+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.",
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        "cardinality": null,
        "narrativePurpose": null
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      {
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          "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.",
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          "categoryName": null,
          "categorySlug": null
        },
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        "layer": "document",
        "agents": null,
        "matchId": "81ff9fce-2369-4dd6-8976-91eea00e9578",
        "evidence": "Globant management (founders Migoya, Englebienne, Nocetti, Umaran) and Sir Martin Sorrell / WPP",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When governance or specific decisions are the core thesis",
        "confidence": null,
        "extraction": {
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          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
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        },
        "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.",
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      },
      {
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          "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,
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          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "c863103e-deb0-43bd-8ea2-061bbaf67b33",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "In activist decks where the personality matters",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:50.073129+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": "Executive summary",
          "slug": "executive-summary",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd9e1-4b63-72d5-9734-da757d91ca61",
          "version": 1,
          "bodyDocId": null,
          "description": "A condensed view of the entire argument on a single slide / block.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "79132d29-e7b3-4bf5-a83d-619ee1ace67a",
        "evidence": "This slide is titled 'Executive Summary' and contains a summary of the report.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 23:00:15.897437+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 3,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "List presentation",
          "slug": "list-presentation",
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        "detail": "27.1% / 27.2% / 28.1% in 2015/2016/2017",
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          "text": "Analysts See 10% Upside, A Terrible Risk/Reward Given Our 40% - 50% Downside Estimate: GLOB is trading at peak valuation on the belief that it can maintain 20%+ organic revenue growth. Management continues to embrace the \"organic\" growth story while not sharing with investors the underlying contributors to growth that would reveal its slowing profile. GLOB does not lead its peer group in any key metrics that warrant its industry leading valuation (e.g. organic growth, EBITDA margin, FCF conversion, employee retention, or client diversification). Yet, the Street is valuing GLOB at 3.4x, 19.7x and 31.0x 2018E sales, EBITDA, P/E, respectively. Furthermore, analysts ignore obvious accounting and financial presentation issues that would give any prudent investor pause for concern. Once investors realize that GLOB's organic growth rate is slowing, we believe investors will recalibrate GLOB's valuation in-line with industry peers. Our simple regression analysis linking valuation to organic growth rate among IT outsourcing peers suggests 40% to 50% downside (approximately $24.50 to $29.50 per share)",
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          "text": "Insiders Selling Is Staggering: Insiders have sold (or transferred) over 70% (+$80m) of shares since Globant's IPO in July of 2014. We think investors may be unaware of the magnitude of selling by Globant's founders and other insiders. Globant's status as a foreign private issuer allows it an exemption from reporting the customary insider disclosure via Form 4s to the SEC. Globant chooses to file paper forms with the SEC via Form 144s. Ironically, since the Luxembourg dual listing in August of 2016, Globant now files insider selling transactions electronically with the Luxembourg stock exchange. We find it peculiar that Globant now files insider selling transactions electronically with the Luxembourg exchange and does not follow that same protocol with the SEC. Further, the four founders all set up both revocable and irrevocable trusts. All four founders in aggregate transferred over 3.0m shares (~$40m and ~10.4% of total share count) to irrevocable trusts at some point between August 2014 and January 2015. We believe that this transfer was done quietly with the potential motivation to allow for further insider selling",
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