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          "structure": "Evidence A -> Evidence B -> Evidence C -> Pattern/Conclusion",
          "description": "Group multiple pieces of evidence that together point to a pattern or conclusion",
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          "categoryName": "Logical Reasoning",
          "categorySlug": "logical-reasoning"
        },
        "matchId": "019dd95a-088b-72c8-b7e3-e4846d5f25e7",
        "evidence": "15 winners identified (p5) -> 6 shared levers in waterfall (p6) -> COVID-19 resilience proof points (p7) -> conclusion: proactive growth-focused agenda works",
        "position": 2,
        "objective": "Build the case that winners exist and share a repeatable pattern",
        "confidence": 84,
        "extraction": {
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          "model": "claude-legacy",
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        }
      },
      {
        "to": 9,
        "from": 8,
        "loop": {
          "name": "13_domino_effect",
          "slug": "13-domino-effect",
          "status": "active",
          "bestFor": "Strategy roadmaps, showing ROI of a specific feature, causal analysis",
          "canonId": "019dd956-6b0a-74a4-9ebb-77e5dc8152aa",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Trigger Action -> First Reaction -> Second Reaction -> Final Impact",
          "description": "Demonstrate how a single small strategic move triggers a cascade of positive outcomes",
          "familyLabel": null,
          "categoryName": "Causation",
          "categorySlug": "causation"
        },
        "matchId": "019dd95a-088b-72c8-b7e3-e83906b137c2",
        "evidence": "5 disruptions on left (p8) explicitly mapped 1:1 with arrow to 5 imperatives on right (p9)",
        "position": 3,
        "objective": "Map external disruptions to required strategic responses",
        "confidence": 80,
        "extraction": {
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        }
      },
      {
        "to": 12,
        "from": 11,
        "loop": {
          "name": "40_mece_breakdown",
          "slug": "40-mece-breakdown",
          "status": "active",
          "bestFor": "Problem structuring, ensuring completeness, strategic analysis",
          "canonId": "019dd956-763c-765e-8b68-6ee3ae1ef184",
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          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Whole -> Category A (distinct) -> Category B (distinct) -> Category C (distinct) -> Complete Coverage",
          "description": "Divide a complex topic into mutually exclusive, collectively exhaustive categories",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-088b-72c8-b7e3-edb2239e127f",
        "evidence": "Two-page table: 5 imperatives in left column, 10 numbered levers (1-5 on p11, 6-10 on p12) with descriptions and exemplar brands",
        "position": 4,
        "objective": "Decompose the 5 imperatives into 10 distinct, comprehensive levers",
        "confidence": 86,
        "extraction": {
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        }
      }
    ],
    "tools": [
      {
        "tool": {
          "name": "Before-After-Bridge",
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          "status": "active",
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          "canonId": "019dd956-8604-7188-883f-42370288ad05",
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          "description": "Narrative structure: Paint the before, show the after, explain the bridge",
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          "categoryName": "Block",
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        },
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        "layer": "block",
        "agents": [
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        ],
        "matchId": "019dd95a-1321-706c-9a64-a5c78a670ccc",
        "evidence": "Page is structured as Before (Looking back) -> After (Looking forward) -> Bridge (Imperatives)",
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      {
        "tool": {
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          "slug": "mece-principle",
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          "canonId": "019dd956-7c60-71a8-8758-c79d914489c9",
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          "categoryName": "Block",
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        "layer": "block",
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      {
        "tool": {
          "name": "MECE Principle",
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          "canonId": "019dd956-7c60-71a8-8758-c79d914489c9",
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          "description": "Mutually Exclusive, Collectively Exhaustive - ensuring complete, non-overlapping structure",
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          "categoryName": "Block",
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        "agents": [
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        "evidence": "5 imperatives presented as non-overlapping strategic moves",
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      {
        "tool": {
          "name": "Contrast Pairs",
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          "canonId": "019dd956-9b77-70d3-88b1-f34e26f60860",
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          "description": "Creating tension through opposites: Before↔After, Problem↔Solution, Pain↔Relief",
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          "categoryName": "Loop",
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        "layer": "loop",
        "agents": [
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          "description": "Grouping similar evidence to form a conclusion (Evidence → Pattern → Conclusion)",
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        "agents": [
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          "description": "Showing how one event leads to another in sequence",
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          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
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        "layer": "loop",
        "agents": [
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      {
        "tool": {
          "name": "Audience Definition",
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          "canonId": "019dd956-7f2a-775d-aeee-ff099bcb7756",
          "version": 1,
          "bodyDocId": null,
          "description": "Six key questions: Who are they? What do they know? What do they believe? What do they care about? What do they fear? What decisions can they make?",
          "familyLabel": null,
          "categoryName": "Block",
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        },
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        "layer": "slide",
        "agents": [
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        "matchId": "0d059560-fec7-460b-818b-f28a7bd59e4d",
        "evidence": "The landscape is shifting rapidly for FMCGs, who face a number of disruptions that COVID-19 has now accelerated.",
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        "extraction": {
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        "tool": {
          "name": "Core Message Extraction",
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          "status": "active",
          "bestFor": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
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          "description": "The discipline of distilling raw analysis, data, or content into a single declarative sentence — the slide's core message — that the audience would walk away with if they remembered nothing else. Process, not artefact: extraction questions run on the raw content until one sentence falls out.",
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          "categoryName": "Slide",
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        },
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        "agents": [
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        ],
        "matchId": "019dd95a-1321-706c-9a64-8cf58b9d295f",
        "evidence": "Single-purpose context page summarizing study scope and engagement CTAs",
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        "whenToUse": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
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        "extraction": {
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        "whyItWorks": "Solves the two failure modes of slide writing simultaneously: the topic title (which outsources interpretation to the audience and produces three different conclusions in three different heads) and the multi-thesis stapler (which exceeds working memory and gets remembered as fragments). Aligns with how readers actually consume decks — Heath & Heath's Find the Core, the journalist's nut graf, and Minto's governing thought all converge on the same cognitive economics.",
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        "tool": {
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          "canonId": "019dd9e1-4b63-72d5-9734-da757d91ca61",
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          "description": "A condensed view of the entire argument on a single slide / block.",
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          "description": "Techniques to capture attention: Startling statistic, provocative question, short story, analogy, contrast",
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        "agents": [
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        "evidence": "Opens with 'landscape is shifting rapidly... COVID-19 has now accelerated' framing",
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          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
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        "agents": [
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        "matchId": "019dd95a-1321-706c-9a64-9c6c7142baaa",
        "evidence": "Title states insight: 'Winning in next era requires proactive response to shifting landscape'",
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        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
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        "extraction": {
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        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
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          "canonId": "019dd956-b202-77cf-8a6e-f445b08c0fd3",
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          "description": "Using color for emphasis, categories, sentiment, and hierarchy",
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        "matchId": "019dd95a-1321-706c-9a64-a39e659c0df9",
        "evidence": "Green highlights mark the load-bearing phrases ('lagged significantly', '5 emerging disruptions')",
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          "description": "Higher visual weight draws attention - use contrast strategically for emphasis",
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        "evidence": "Two-column 'Looking back' vs 'Looking forward' contrast",
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        "extraction": {
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          "canonId": "019dd9e1-4b63-72d5-9734-da757d91ca61",
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          "description": "A condensed view of the entire argument on a single slide / block.",
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              "evidence": "Same 4-column grid: Imperative | Lever | Description | Leading examples",
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      "deck_summary": "Textbook BCG Consultant's Gambit: tight situation->problem->evidence->solution->impact arc with action titles on every page, recognizable-brand credibility transfer throughout, and a clean MECE breakdown of 5 imperatives x 10 levers - strong Storymakers alignment with secondary Sparkline oscillation between past lag and winners' resilience.",
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              "evidence": "15 winners with 21% TSR following 6 levers",
              "position": 2,
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              "name": "What Is",
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              "evidence": "Covid shock context (-1.5 to -5.0)",
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              "start_page": 7
            },
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              "evidence": "Winners resilient +350 bps; 5 disruptions ahead",
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    "deckSummary": "Textbook BCG Consultant's Gambit: tight situation->problem->evidence->solution->impact arc with action titles on every page, recognizable-brand credibility transfer throughout, and a clean MECE breakdown of 5 imperatives x 10 levers - strong Storymakers alignment with secondary Sparkline oscillation between past lag and winners' resilience.",
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    "scoredAt": "2026-05-02 06:44:01.352+00",
    "subScores": {
      "scqa_arc": 80,
      "action_titles": 88,
      "mece_structure": 75,
      "closing_strength": 68,
      "evidence_quality": 82,
      "clarity_of_thesis": 82,
      "production_quality": 78,
      "visual_storytelling": 76
    },
    "totalScore": 78,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "Strong SCQA: Situation (slides 2–4 FMCG lag), Complication (slide 8 five disruptions), Question implicit ('how to win'), Answer (slides 9–12 imperatives and levers); transitions are explicit via 'Looking back/forward/Imperatives' tags.",
      "action_titles": "Nearly every content slide uses full-sentence insight-bearing titles, e.g. slide 4 'Looking back: FMCG's value creation has lagged vs. other sectors since 2017'; only slide 2 ('Context for this document') and slide 13 ('Next steps') fall back to topic labels.",
      "mece_structure": "Clean 'Looking back' (slides 4–7) → 'Looking forward' (slide 8) → 'Imperatives' (slides 9–12) arc is largely MECE, but slides 10–12 overlap (a backup imperatives slide plus a two-part lever table repeat the same five imperatives).",
      "closing_strength": "Slide 13 'Next steps' offers a generic three-step diagnose–plan–execute process rather than a sharp recommendation; slide 14 is contact info, and slides 15–16 are disclaimer/branding — closing is functional but lacks a punchy CTA tied back to the imperatives.",
      "evidence_quality": "Claims are well-supported quantitatively: S&P 500 TSR rankings (slide 4), 15%+ TSR criteria with named winners (slide 5), TSR decomposition into 6 levers (slide 6), 350bps Covid outperformance plus CEO quote (slide 7), and brand exemplars for each lever (slides 11–12).",
      "clarity_of_thesis": "Slide 3 declaratively states the thesis ('Winning in next era requires proactive response to shifting landscape'), reinforced by a callout that incumbents must make bold investments — central argument is identifiable within the first 5 slides.",
      "production_quality": "High action-title density, consistent BCG section tags ('Looking back/forward'), footnotes on data slides, and disciplined chapter dividers; offset by overcrowded density flags on slides 4, 5, 7 and a redundant backup slide 10.",
      "visual_storytelling": "Right tools are mostly chosen — bar charts for TSR (slides 4, 6, 7), logo grids for winners (slide 5), mapping diagram for imperatives (slide 9), tables for levers (slides 11–12); however slides 4, 5, and 7 are flagged overcrowded, hurting message clarity."
    },
    "slidesAnalyzed": 16
  },
  "review": {
    "backend": null,
    "verdict": "A tight, well-titled BCG point-of-view deck with a textbook 'lead-with-the-answer' opening and a consistent five-imperatives scaffold, but the diagnosis act is too thin and the closing slips into topic-label territory — use p.3-p.7 as a teaching example of action-title discipline, not the deck as a full SCQA exemplar.",
    "reviewedAt": "2026-04-24 13:46:55+00",
    "slidesSeen": 16,
    "suggestions": [
      "Replace p.2 'Context for this document' with an SCQA-style framing slide (e.g. 'Why FMCG leaders must act now: three converging pressures'), or cut it and let p.3 open the deck",
      "Add 1-2 diagnosis slides between p.7 and p.9 that explicitly bridge 'what winners did' to 'why these five imperatives follow', so the recommendation feels earned rather than asserted",
      "Rewrite p.13 'Next steps' as a declarative CTA title (e.g. 'Next 90 days: diagnose your position on the five imperatives and prioritize 2-3 levers')",
      "Reframe p.11/p.12 from 'I/II, II/II' into two thematically named halves (e.g. 'Growth levers' vs. 'Operating-model levers') so the split carries meaning"
    ],
    "closingScore": 68,
    "openingScore": 82,
    "topStrengths": [
      "Thesis stated by p.3 with a quantified, opinionated callout — model of 'lead with the answer'",
      "Action titles on analytical slides (p.4, p.5, p.7) state the insight and are backed by a specific metric (146, 21%, 350 bps)",
      "Recurring 'five imperatives' scaffold (p.3, p.8, p.9, p.10, p.11-12) gives the deck MECE consistency without needing formal dividers"
    ],
    "topWeaknesses": [
      "Diagnosis act is only ~3 slides (p.5-7) before pivoting to recommendations on p.9, leaving the 'why these 5 imperatives' logic underbuilt",
      "p.2 'Context for this document' and p.13 'Next steps' are topic labels in a deck that otherwise commits to action titles",
      "No explicit section dividers; skimming the TOC does not surface the SCQA skeleton",
      "p.11-12 'I/II' and 'II/II' split signals the lever inventory overflowed one page rather than being designed as two MECE halves"
    ],
    "narrativeScore": 76,
    "pillarCritique": "No true section dividers — the deck relies on 'Looking back' (p.4) and 'Looking forward' (p.8) as implicit act markers and 'Backup: Five strategic imperatives' (p.10) as a pseudo-divider; MECE is carried by the recurring 'five imperatives' scaffold rather than by explicit pillar pages.",
    "closingCritique": "There is an explicit p.13 'Next steps' slide and a p.14 author-contact CTA, which satisfies the call-to-action requirement, but 'Next steps' as a title is a topic label rather than a memorable closer, and the deck trails into disclaimer/back-cover rather than a punchy final thought.",
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